{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysing Smartwatch Data\n",
    "\n",
    "This notebook gives an overview of how to use HeartPy in the analysis of raw PPG data taken from a commercial (Samsung) smartwatch device.\n",
    "\n",
    "A signal measured this way contains a lot more noise when compared to a typical PPG sensor on the fingertip or earlobe, where perfusion is much easier to measure than on the wrist.\n",
    "\n",
    "Analysing such a signal requires some additional steps as described in this notebook.\n",
    "\n",
    "First let's load up the dependencies and the data file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "\n",
    "import heartpy as hp\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "df = pd.read_csv('raw_ppg.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['ppg', 'timer'], dtype='object')"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.keys()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Exploring data file\n",
    "\n",
    "Let's explore the data file to get an idea of what we're working with."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,6))\n",
    "\n",
    "plt.plot(df['ppg'].values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Ok..\n",
    "\n",
    "There seems to be intermittent sections of PPG dotted between non-signals (periods where the sensor was not recording). \n",
    "\n",
    "For now let's slice the first signal section and see what's up. Later on I'll show you how to exclude non-signal sections automatically."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "signal = df['ppg'].values[14500:20500]\n",
    "timer = df['timer'].values[14500:20500]\n",
    "plt.plot(signal)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Now we need to know the sampling rate\n",
    "\n",
    "The sampling rate is the one measure to rule them all. It is used to compute all others.\n",
    "\n",
    "HeartPy has several ways of getting the sample rate from timer columns. Let's look at the format of the timer column to see what we're working with."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['11:10:57.978', '11:10:58.078', '11:10:58.178', '11:10:58.279',\n",
       "       '11:10:58.379', '11:10:58.479', '11:10:58.579', '11:10:58.679',\n",
       "       '11:10:58.779', '11:10:58.879', '11:10:58.980', '11:10:59.092',\n",
       "       '11:10:59.180', '11:10:59.283', '11:10:59.381', '11:10:59.481',\n",
       "       '11:10:59.582', '11:10:59.681', '11:10:59.781', '11:10:59.882'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "timer[0:20]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So, the format seems to be **'hours:minutes:seconds.miliseconds'**\n",
    "\n",
    "HeartPy comes with a datetime function that can work with date- and time-strings called *get_samplerate_datetime*. Check the help to see how it works:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Help on function get_samplerate_datetime in module heartpy.datautils:\n",
      "\n",
      "get_samplerate_datetime(datetimedata, timeformat='%H:%M:%S.%f')\n",
      "    determine sample rate based on datetime\n",
      "    \n",
      "    Function to determine sample rate of data from datetime-based timer\n",
      "    list or array.\n",
      "    \n",
      "    Parameters\n",
      "    ----------\n",
      "    timerdata : 1-d numpy array or list\n",
      "        sequence containing datetime strings\n",
      "    \n",
      "    timeformat : string\n",
      "        the format of the datetime-strings in datetimedata\n",
      "        default : '%H:%M:%S.f' (24-hour based time including ms: e.g. 21:43:12.569)\n",
      "    \n",
      "    Returns\n",
      "    -------\n",
      "    out : float\n",
      "        the sample rate as determined from the timer sequence provided\n",
      "    \n",
      "    Examples\n",
      "    --------\n",
      "    We load the data like before\n",
      "    \n",
      "    >>> data, timer = load_exampledata(example = 2)\n",
      "    >>> timer[0]\n",
      "    '2016-11-24 13:58:58.081000'\n",
      "    \n",
      "    Note that we need to specify the timeformat used so that datetime understands\n",
      "    what it's working with:\n",
      "    \n",
      "    >>> round(get_samplerate_datetime(timer, timeformat = '%Y-%m-%d %H:%M:%S.%f'), 3)\n",
      "    100.42\n",
      "\n"
     ]
    }
   ],
   "source": [
    "help(hp.get_samplerate_datetime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "sampling rate is: 9.986 Hz\n"
     ]
    }
   ],
   "source": [
    "#Seems easy enough, right? Now let's determine the sample rate\n",
    "\n",
    "sample_rate = hp.get_samplerate_datetime(timer, timeformat = '%H:%M:%S.%f')\n",
    "\n",
    "print('sampling rate is: %.3f Hz' %sample_rate)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### That's pretty low.\n",
    "\n",
    "The sample rate is quite low but to conserve power this is what many smart watches work with. For determining the BPM this is just fine, but any heart rate variability (HRV) measures are likely not going to be super accurate. Depending on your needs it may still be fine, though.\n",
    "\n",
    "A **second consideration** with sampling rate is whether it's stable or not. Many devices including smart watches do many things at once. They run an OS that has other tasks besides measuring heart rate, so when measuring at 10Hz, the OS might not be ready exactly every 100ms to get a measurement. As such, the sampling rate might vary. Let's visualise this. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean sampling rate: 9.987\n",
      "median sampling rate: 10.000\n",
      "standard deviation: 0.183\n"
     ]
    }
   ],
   "source": [
    "from datetime import datetime\n",
    "\n",
    "#let's create a list 'newtimer' to house our datetime objects\n",
    "newtimer = [datetime.strptime(x, '%H:%M:%S.%f') for x in timer]\n",
    "\n",
    "#let's compute the real distances from entry to entry\n",
    "elapsed = []\n",
    "for i in range(len(newtimer) - 1):\n",
    "    elapsed.append(1 / ((newtimer[i+1] - newtimer[i]).microseconds / 1000000))\n",
    "\n",
    "#and plot the results\n",
    "plt.figure(figsize=(12,4))\n",
    "plt.plot(elapsed)\n",
    "plt.xlabel('Sample number')\n",
    "plt.ylabel('Actual sampling rate in Hz')\n",
    "plt.show()\n",
    "\n",
    "print('mean sampling rate: %.3f' %np.mean(elapsed))\n",
    "print('median sampling rate: %.3f'%np.median(elapsed))\n",
    "print('standard deviation: %.3f'%np.std(elapsed))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### That's actually not bad!\n",
    "\n",
    "The signal mean is close to 10Hz and shows a low variance. Sporadic peaks to 12Hz or dips to 9Hz indicate timer inaccuracies but they are infrequent.\n",
    "\n",
    "For our current purposes this is just fine.\n",
    "\n",
    "You could of course interpolate and resample the signal so that it has an exact sampling rate but the effects on computed measures are likely minimal. For now let's just continue on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Let's plot 4 minutes of the segment we selected to get a view \n",
    "#of what we're working with\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(signal[0:int(240 * sample_rate)])\n",
    "plt.title('original signal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The first thing to note is that amplitude varies dramatically. Let's run it through a bandpass filter and take out all frequencies that definitely are not heart rate.\n",
    "\n",
    "We'll take out frequencies below 0.7Hz (42 BPM) and above 3.5 Hz (210 BPM). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x864 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Let's run it through a standard butterworth bandpass implementation to remove everything < 0.8 and > 3.5 Hz.\n",
    "filtered = hp.filter_signal(signal, [0.7, 3.5], sample_rate=sample_rate, \n",
    "                            order=3, filtertype='bandpass')\n",
    "\n",
    "#let's plot first 240 seconds and work with that!\n",
    "plt.figure(figsize=(12,12))\n",
    "plt.subplot(211)\n",
    "plt.plot(signal[0:int(240 * sample_rate)])\n",
    "plt.title('original signal')\n",
    "plt.subplot(212)\n",
    "plt.plot(filtered[0:int(240 * sample_rate)])\n",
    "plt.title('filtered signal')\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(filtered[0:int(sample_rate * 60)])\n",
    "plt.title('60 second segment of filtered signal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Still low quality but at least the heart rate is quite visible now!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#let's resample to ~100Hz as well\n",
    "#10Hz is low for the adaptive threshold analysis HeartPy uses\n",
    "from scipy.signal import resample\n",
    "\n",
    "resampled = resample(filtered, len(filtered) * 10)\n",
    "\n",
    "#don't forget to compute the new sampling rate\n",
    "new_sample_rate = sample_rate * 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "#run HeartPy over it, fingers crossed\n",
    "wd, m = hp.process(resampled, sample_rate = new_sample_rate, \n",
    "                   high_precision=True, clean_rr=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ERESkBCmoi4iIiIiUIAV1EREREZESpKAuIiIiIlKCFNRFREREREqQgrqIiIiISAlSUBcRERERKUEK6iIiIiIiJUhBXURERESkBCmoi4iIiIiUIAV1EREREZESpKAuIiIiIlKCFNRFRERERErQEQd1M1tkZj8zs6fN7Ekz+5A/vdbM7jezjf6/Nf50M7PPmdkmM3vCzF4VWtaV/vwbzezK0PQzzGyD/5jPmZkdabtFRERERErZeFTUB4G/dc69AjgLeL+ZnQSsAh5wzi0BHvD/BrgYWOL/3wzcCV6wBz4BvAY4E/hEEO79eZpDj7toHNotIiIiIlKyjjioO+d2Ouce9W93Ak8DC4G3APf4s90DXO7ffgvwVef5LVBtZvOBC4H7nXP7nXMHgPuBi/z7ZjnnfuOcc8BXQ8sSEREREZmWxrWPupk1AqcDDwHznHM7wQvzwFx/toXA1tDDtvnTRpq+rcB0EREREZFpa9yCupnNAL4LXO+cOzjSrAWmucOYXqgNzWa23szW79mz51BNFhEREREpWeMS1M0sjhfS1zrnvudP3uV3W8H/d7c/fRuwKPTwemDHIabXF5g+jHNujXNumXNu2Zw5c47sRYmIiIiITKLxGPXFgC8BTzvn/iV01w+BYOSWK4EfhKa/2x/95Sygw+8a81PgAjOr8U8ivQD4qX9fp5md5T/Xu0PLEhERERGZlmLjsIzXAu8CNpjZY/60jwG3AN82s6uBNuDt/n33AZcAm4Ae4CoA59x+M7sZ+J0/303Ouf3+7euArwAVwE/8/0VEREREpi3zBlKZfpYtW+bWr18/2c0QERERkWnOzB5xzi0b7+XqyqQiIiIiIiVIQV1EREREpAQpqIuITAHrblnJttoYGTO21cZYd8vKyW6SiIhMsPE4mVRERCbQultWcvoNd1KZ8v6uP5Cm5oY7WQcsX9U6qW0TEZGJo4q6iEiJa7x1zVBID1SmvOkiIjJ9KaiLiJS4BQfSY5ouIiLTg4K6iEiJ21ETHdP0sVq7YS2NtzcSuTFC4+2NrN2wdlyWKyIiR0ZBXUSkxG3+cDPd8dxp3XFv+pFau2Etzfc2s6VjCw7Hlo4tNN/brLAuIlICFNRFRErc8lWt/P6m62iripIBttVE+f1N143LiaSrH1hNT6onZ1pPqofVD6w+4mWLiMiR0agvIiJTwPJVrXyyzwvmH/wgLK8dn+W2dbSNabqIiBw9qqiLiEwxg4Pjt6yGqoYxTRcRkaNHQV1EZArIZLK3xzOot6xooSKazJmWjCdpWdEyfk8iIiKHRUFdRGQKGBjI3h7PoN60tInPnLOGKrcYMBZXLWbNZWtoWto0fk8iIiKHRX3URUSmgIkK6gBvPraJA79oImJww/Xju2wRETl8qqiLiEwBqdCVScPdYMZDOj0xyxURkSOjoC4iMgWEq+jjHagV0EVESpOCuojIFHA0KuoiIlJaFNRFRKYAVdRFRF56FNRFRKaAiQzqqqiLiJQmBXURkSlgIru+qKIuIlKaFNRFRKYAVdRFRF56FNRFRKYA9VEXEXnpUVAXEZkCNOqLiMhLj4K6iMgUcDQq6mbju1wRETkyCuoiIlOA+qiLiLz0KKiLiEwB4aDu3PguW33URURKk4K6iMgUoD7qIiIvPQrqIiJTwOAglJV5tyeqj7pzqq6LiJQSBXURkSlgIoN6uKI+3t1qRETk8Cmoi4hMAanUxFfUJ2LZIiJy+BTURUSmgMFBiMUgEpnYirqCuohI6VBQFxGZAiYyqKuiLiJSmhTURaahdbesZFttjIwZ22pjrLtl5WQ3SY5QKgXxuCrqIiKjsXbDWhpvbyRyY4TG2xtZu2HtZDfpsMQmuwEiMr7W3bKS02+4k0p/OL/6A2lqbriTdcDyVa2T2jY5fIODkEiooi4icihrN6yl+d5melI9AGzp2ELzvc0ANC1tmsymjdm4VNTN7G4z221mfwhNqzWz+81so/9vjT/dzOxzZrbJzJ4ws1eFHnOlP/9GM7syNP0MM9vgP+ZzZrrQtUgxjbeuGQrpgcqUN12mrqPVR11jqovIVLf6gdVDIT3Qk+ph9QOrJ6lFh2+8ur58Bbgob9oq4AHn3BLgAf9vgIuBJf7/zcCd4AV74BPAa4AzgU8E4d6fpzn0uPznEhHfggOFk9aCA2l1h5nCJrLriyrqIjKdtHW0jWl6KRuXoO6c+wWwP2/yW4B7/Nv3AJeHpn/VeX4LVJvZfOBC4H7n3H7n3AHgfuAi/75ZzrnfOOcc8NXQskQkz46aaNH76g+kifj/nn7DnQrrU4hGfRERGZ2GqoYxTS9lE3ky6Tzn3E4A/9+5/vSFwNbQfNv8aSNN31ZguogUsPnDzXTHc6dlGP5jV3eYqSUI6maqqIuIjKRlRQvJeDJnWjKepGVFyyS16PBNxqgvhfqXu8OYPnzBZs1mtt7M1u/Zs+cImigydS1f1crvb7qOtqooGWDbCBX2Yt1kpPSk0xCNehX18b56qCrqIjKdNC1tYs1la6i2xeCMhZWLWXPZmil3IilM7Kgvu8xsvnNup999Zbc/fRuwKDRfPbDDn/76vOk/96fXF5h/GOfcGmANwLJly3QhbHnJOufDrdzU543w8uEPw476GPUFQvmOmmjOj0tKVybjhfSJ7qM+3jsBIiKToWlpEzt/2kRXFzS9BZYsmewWHZ6JrKj/EAhGbrkS+EFo+rv90V/OAjr8rjE/BS4wsxr/JNILgJ/693Wa2Vn+aC/vDi1LRAoYGMjeTqcLd4fpjnvTZWoIKuoT0fVFFXURmY4ifspNpUaer5SNS0XdzL6BVw2fbWbb8EZvuQX4tpldDbQBb/dnvw+4BNgE9ABXATjn9pvZzcDv/Plucs4FJ6hehzeyTAXwE/9/ESkiP6gvX9XKOmDxLWtY2JFme3WULR9p1rjqU4RzXoCeqK4vQbU+k1FQF5HpQ0Hd55x7Z5G7VhSY1wHvL7Kcu4G7C0xfD5xyJG0UeSnp78/eHhz0/l2+qpW757bS1gZvfCMsf+3ktE3GLgjPE9X1JZ32TlQdGFBQF5HpI7jqzlQO6pNxMqmITLD8inogWGkF4V1Ky7pbVhYc6z74DIOK+kT0UY/Hs7dFRMZi7Ya1NN7eSOTGCI23N7J2w9rJbhIwPSrqCuoi01CxoB5QUC89625Zyek33FlwrPtwRX2i+qjH/OOrQbeaYjsNIiJhazespfneZrZ0bMHh2NKxheZ7m0sirE+H4pSCusg0VCyoBwFvKq+0pqvGW9dQmVf1Cca6z6+oT0Qf9SCoZzIj7zSIiIStfmA1PamenGk9qR5WP7B6klo03FQ+UqigLjINhYN6eAUVBD4F9dJTbEz7BQfSE971JZ3O7foy0k6DiEhYW0fbmKYfTcG6stCR5alCQV1kGgoH9XD1VRX10rWjyIWpdtREJ7zrS35FfaSdBhGRsIaqhjFNP5qCgK6gLiIlpVhFXUG9dI001v1Ed30J91HPZEbeaRARCWtZ0UIynsyZlownaVnRMkktygq2dQrqIlJSwsMzquvL1LB8VSv/97fX0VYVJQNsq4ny+5uuY/mq1qM+6osukCUio9W0tIk1l62hJrIYnDE/uZg1l62haWnTZDdtWlTUx2UcdREpLV1d2dvq+jJ1HH9VK3eXexehWrUK6hPe9KM96osukCUiY9G0tImD65rYtQvevAJetXSyW+RRUBeRktTRkb2tivrUEf5c+vsh4Qf1iayoB1c9DXd9AS+sf6Gule3b4YILYPk54/ecIjL9BOuQcNfLyTYdgrq6vohMMwcPwqZNsGiR97f6qE8d4c+lry97O//KpOPZRz1YdqELHgUb3nBXKhGRQoL1Rdva0rgGQyajUV9EpARt3+4FudNO8/4OhzpV1EtbsaA+kRX1YNn5FfXw7VKqkIlIaTKDqg0redPnS+MaDOFwrqAuIiWju9v7t6rK+1cV9akjv+tLIBzUx7uPerCsQkE9eN6pfPltETk6Mhl46wOlcw2GYkF9ql11WX3URaaZHv8CcTNmeP+qj/rUMRldX0aqqAf3qaIuIoeSyUB9R+lcg6FQUA+uuhzsTNQfSFNzw52sg5I9WV4VdZFppqfH628c9DkuNOqLKqSlKfy5FKuoj3fXl/w+6vq+iMjhyGRgW1XpXIOhUFCfilddVlAXmWZSKSgr8wIdZMNWMLoHqKJeqsKfy69+BY8/7t2eyOEZR1NRV1AXkUPJZOC7K0rnGgyFgvpEXHV57Ya1NN7eCPM547AXMgIFdZFpZnDQC135QT0cwBTUS9PgoFfZjkSgvR2+/31velDlNju6o77oZFIRGa10GjqWtvLVt2Uv3La1OnvhtqMtvJ0Lgvp4X3V57Ya1NN/bzJaOLYf1+NFQUBeZZlKp3KAehLpw94nBwZHD3lQ72Wa6CHayystzpwefVU/PQbq6niedHr+kroq6iIyHYN2x9xV3cPf1fdz0Cceu+wePSkgPqtqRGyM03t7I2g1rC1bUx/uqy6sfWE1PqucwWz060zeoP/KIAsY4UnCbOoKqrJn3d35FPQiBxarqwck2pTC81mQotMI/WoKgnv/ZBJ/dCy/8ka6uNjKZg+P2nCNV1BXURSRspCyQHbP8EcDrt9fbO/FtCle1HY4tHVtovreZ7zzjrbtjsey6bPmqVh79ZLbiv63myCr+bR1t4/Qqipu+QZ2XXsCYKC/14DbV5FfUwxd8qNqwkis+HeOGG41d8wrvcE3Fk23GS7EV/tEK60FQzw/GQUW9v78HM0inu8ftOfMr6oVOJlXXFxE5VBbw1hf9QB/QCWRyRq+aKIWq2j2pHm753WrAK06Fq+uv/ptW7r5+kJs+4eCJI6v4N1Q1HPZjR2taB3UoHjAms2qWr9Sr1S/l4FZqRvNdCfdzhmzwevifV9J87500dKTZNX8+MzMzCu5wTcTJNlNFsRX+6gdWH5XnD4J6WDodfIZpdj78Y+Z89ybe8ZVzR7WuGM16bqQRZVRRF5HAobKAt+4I79X3HZWrGherau/o9qaXleUG9fD67EiLEC0rWii35JEt5BCmfVCH4QFjsqtmYVOhWj1ScCulHZ7pbrTflf7+gxw8+AsOHuwAssFrye3eSravvJxnTjyR359+OskCO1zjfbLNVFJshX80Dm+CF9TNujDbBGSGpmUyMOvJD1L/i/VU9TkGEolDritGu54b6WJKGp5RRAKHKuJ464tsv73Kyt6jsu4oVtWen/Sm5wf1YheWOxxNS5t4z5w11EYWH9mCRvCSCOr5AWOyq2ZhU6FaXSygba+OlMwOz2gc6U7FZO+UjPa70te3G7MM+/btArJhK1iZds2cmZ03kRi28h3vk22mkmIr/KNxeBO8Dcjg4B859dRtlJV5O1qplFdRv+TXaykLuqKUlQEjrytGu54rVlF3LvcCWeM5JKSITD2HKuJ46whvIxWJQDzef1S6zbWsaCERya1qJ+NJrn9lCzCxQR3gVfEmblu8GXbyyJEvbbhpH9QLBYyJqJodboibyDE9xytQFgtuN19YURI7PKN5vWM9ipK/zJU/XnlEjw/mKzR9tNNG+10ZHOwjGoVUyltDBl1fdlR7K9OuysqhebtnzBi28l2+qpXvXzW6k21KvdvWWLWsaKG8wAq/ZUXLUXl+bwPSS3U1nHVW79A052BOr7e6Lu/vp98P6lB8XTHa9Zy3ATvAnj1tmLmiJx+rqi7y0naoIk64oh6NQjTaN2HrjfC257zzrqRly9lUucXgjPoZi1lz2RouqW8CJrbrC3gnzFZUHPlyiokdepapa2t1lC0faR4WMBqqGgqOeXm4VbMgBAahNQhx4B0WGcmOmij1BTa026sjvO72Rto62mioaqBlRcshlzVSW37V9ivu23jfmJcHXnD7eQpe9s9rqO9Is91/X7/Yf1fB+ceyw7N2w1pWP7D6sNoVPH407/2hqovhNlyy5BLuefyenGXetf4uHO6wHx98BvnTr/qvqzAzBtIDI05rvreZc6sjLGofXtbcUROlPvR3Ot1PJAJ9fV7QCwLXUx9opuaWO+lLJIik02SiUfbPqGD3+96e83iA9Dmt3D3f+928//2wfM7w934qXor5UJqWNvHkH6D1mdV0WBuLD+M7eSRSqdJVS8oAACAASURBVAxmwWHkAf9f/4p/NV5iruzupr2qCgcYwz//wGjXc6lUBniCHTscZnEymflDzwuQSHhVp4GB4cNGTjdHuj4Smc6Wr2rlKxvh/O96WWBbVZRf/0UzV/jr+0wGYrFB/1ybOJFI/7Cgvu6WlTTeuoYFB9LsqImy+cPDM9qhFNr2vO+rD2CXXUfH0lauehssXgxPPOHdn38y6XhX1Cc6qE/bivrOBWfw9LeyZ/OGK5RdA12URcty5k/Gk1yy5JJRVTbzHUlXmmJ7qKv/xA6rS0mxtty1/q4j6qLyyvdnz5IO3tcj7SZwpFXuYKM6mve+2M5D8JzhNty1/q5hy8wP6WN9fE+qhzWPrBk2PZVJDQXykab1pHq4+cKKUXVJSaf7iERgYMBbAwWBa+l1ray57Dp21lSQ7O6mO5bmqff+WcGV5P79kPQLy8XO2p+obltHq4tRsedZXtXE9WzmS4sybL5+M01Lm45am1KpvtBoPSn/X6+ifv/Zb2cg4gX1TDRKOhodsUtSy4oWkvFDHx3o6uoAnP+8+4aNu59IBG0bhxdYwkrp3CWRUpU+p5UHb09hmQzf/odBkhdltx+ZDJSVpYAIsVhyWFAfr3Pyim173vqAt+3p8TezQSAvK8uuR2H0FfXRHDF2TkH9sJll95TyV8D7evfhnKOCOnDG/IrFXHnqldzz+D05K+mr/usq3vOD9xxyxX0kXWmWr2rlkU+EuhlUR/nrP6vka6fkVtlHG/yLPedI1eDRCIe14EfQsqKFitjouwnkh50P/eRDRUP2aLueFLsaWP77UGznIWrRUYfyI3182h3ZqClffEUP//vBkbukpNNp0ukU0WiEwcFBzDI5watjaSs7P/B5fnTZPXD9bTRcfBXf+Q5s3Jh9nlQKOjpg4ULv72Lj4E5Ut62jEZZGep5gxR38W2zelT9eOe7hPZXqCY3WkxvUu47/G3acu4zOSB8O2Dy3YsTxf5uWNnHXJWuGDgcv9A8H51eIe3u9oR5ramqBgzldX6o2rOTSj3rDefYcN3xDNZ26PpXSuUsipaqz05FKPcKjjz5KIuFytg+ZDFRUDAIxzMoxyw3qIxV3xlIMKbaNqe/wpgfr7qDYEPQUDJ9zEyhWUR/94A3e+llB/TB4FUXvdqEVcCqToszN4BNk+MEbNnPfxvtGVe0stOIeTWV5pA1auFp98FeDfPEVha9yVSiE53+5aytqCz52tMsrJhzUgx9m09Imbl2eDQINs7wgABQ8MpEfdvb17iv4XGOpUket8MkttRW1OW24ZMklBauLYwnPhh3R44u1dbQaqho45u3Z70rd9uHjv/b1DeAcJBIzvDbbwLA+x97wWeVEIgleeKGPP/wBfvzj7DI6vHMYOeaYYJmF2zOW0WFGuxKeqLA0lp3EYMU90vpjPI5SFZJK9RKJQEVFxVBFPZ3OnqS1+Nw3s7d1A/933ieY9djWQx4yfsvLvKMDnyDDg5dtLtiNo6+vB4hRVVUNDDDob8Ue+idvOM9FHf6Gqj13Q1VsQ/bzN508qvBeaiF/skf8ESl1zkFXVztmXXR2dlJW1j2UB4KCQnV1irKyOKeeWo43PGO2cDVScWe0BZp9+2BbVeFtTzA9WIcfSVAf7U7FktZGNrBWQf1whCvqxVa0HXjTBwbGtjLOn/dQh5gPtWfWE8oAAwOjH3miUPg92H9wWLee/IBZbHkjCcJaMpnb3osWZoPAE+/ZDFDwB1coGBUz1ip1Ipr73scjcToHOnPacM/j93DlqVdSG/V2KuaWeTsVi6sKD6lUKJRfu+xa6mLe4+fEx/745jOah52oGI/EiUfKhk0r1DWrZUVLTvWiUIDu7va+9MmkN7JLJJIN6t5KahCzQaCcjo5ynnyyH3A5fY9HG9SLddv6n/e8flRHQwpVpEfqojSaoF/sxNzR7iS2dbQNq6iP5SjV/7W874jC5+BgD7FYnPLycoLhGbOHbAeJx+PEYnG/fdmK+913w8MPD19e+Lda7MhIf38fkGDGjCRmXlUfssN5hoW7NhXbkJ1731OHrEJN9rC0hb4nkz3ij0ipGxiAwcGDQ8E3EukaqpgHR27Lyga56KIYL395gkjEkQqV1IsVd7ZWMeoCzf798N0Vhbc9P7m0eaidUDyoB02KxYp3fRntTsW2zi3cSzP/u3viusi9JIJ6sRVtFd70VGpsK+P8ai3Av74xW1meX5F7iPlQfXnzg3qx4J/fh75Q+E1lUswsm0lNxGvLvMRirl127aj6qo4kCGu1tcU3/r29xauPxYJRvrFWqRdXLeaG07Pv/eKqxcwqn1XwSMh9G+/j4zO8nYovnOxVF4uN8nHF8ddmzyCf6X2erW9q5eZa7/H/elz28fk7Csl4kmtOzz5+fjL7+A82+m3Fa+uXL/8yn3nN3TnP9eXLv8znL7572OObljblvN+FKgG9vcWDenAxCu+COuVs2pTAuQwnnDBId+hClwcPwqwNK+l7+2Ku+fx85l9YOHAuX9XKT9+f2xXnWx9cwQdqfzOqoyGFKtLFjggZw8/ZyA/6xXYIxrKT2FDVMKyiPtp1wzufgNu+110wfBbqylVoxyOd7qG8PEk0GsW57NjE3kbQq1TF494Wqr/fW6ns2QNtbXDffcPbNJqg7m1Iy6ioSPhB3fuxBxsqB2w45RSePeGEnOnFNmT5G5VC5y1M5rC0xboyXbLkkkkd8afUTfbwtFOlTdNZZyfAQWbMqMDMMOsZFoqdGyQej1FeXu6PPpbdUBUr7nx0ReHnK1Qk6enxunCuuSx32/Mf77iOxBtbMcuuu9vbXwQewqw3p41BRb2ysnhFfSw7FSnr4Y4NE9dFbtoG9Ugku9dU6MpRFbEkK/BWwMXCcTwSp6xAtTO/Wtt8bzN9fQxVlr/xmtxDzIfqyxvemPb3e11KcoJ/snAf+mLhd3/v/qFA+vUzNtP6plbWXLaGumhuNXgsoxmMJqj39Y39MHFdRR2z/Sr17MOoUresaOENddmq/sb3b2Z/7/6Cj2/raKOry7sd/DibljZx3cLc8LzmsjV85JTWoWU+dEX28wwCbfB+NC1t4m9PCHX/8R//meXZx997fvbxr054bW2dmz1RccXcbPt/9xfetEsXZ6f9aEX28YeqqPf0eGuoGTOCsdJTeScH9hONApQzOFhOMgmzZvXnLGvj3St558/X0jnvZWx8+cupTSWKVjtr3pztinPM7kFuqt806qMhhSrSwLAdH8MKzpsf9IvtEIxlJ7FlRUtOUM9kCq8/Ch2l+vQDFAyfi//x88OC4Z3r7xx+mPeJtWQyPZSXV/hB3duahIO6V1H3ButKpbz7Dx4s/ppGF9QH8IJ6OWaQ9ndyg+E8O2fOZN/s2exYsIDBaHRoAzaWC2DlrwMn8+q3xYoJ9228j2uOGb4uyF9PFuqyUygwllrXniMxlnNHjtb1KsZjMIJSVort7ex0QCc1NbMoLy8nEskOv5i9/oK3nvLu94YLDrZBy1e18ruPZwP21irvPKtfv67wNr9QkSRYp3Us9bY9/3q7o37/IJnlrcRiXvXc6zfu2LfvBaCXnp6dQDaob/naSt5ze4wP/Y3xhg8W/m2OdqdiPvOZwYyhq6BOhGkb1MN7VU1Lm4atgG85Zw1L8VbAqZQ3z79fmFsV//LlX+azr8utbBar1rb8Nrs3FXQdAG+lninc82RoQxfegAZtDge1772ucB/6YhqqGoa+zOFA+fGZ3vLuOLZwX9VAoRVEb6/3nlZXe+0NfpT5fdeLVR/rKuoKVp7vuPgO/nG+167bGrJV6kInqb7vjGyVem55diMaDiN9fcXbsGhWw9CedHgv+owy773+pxnZ8ByuMAevMZMZHtQBzq7MflbPXuc9PtghyH+u4PHhaeF5g+9C+PnD8x4qqHsV9SgVfoe54X3U+4nHwawc8IJ6JNKfc0Gbs7++ht6quqFl7po3r2i1M9z2w9lRy7e/dz+rl+ae9zDaoD+Wk4ABasvrCh61CB8KHRz01x/zc9cf1y67dtgFNho6KGhhe+aQv92eVA8f/98bgBTl5UlisdhQRT3cR72sLE40GgUiQ4eUg8+gasPwYFgoqOf8vm9r5I8H1gNxystjmNlQUH/qA96GKnyBrF01M4dGmSm0ISt2TaTt1ZGcdcr26sKbnkLhf7wD70h90U+LeL/lNQuy64L8thTqsvPTm67MCYz/feO7x71rz0QEt9Fe72GkczrylzdR16s43DYdTrvG8l4d6bzFHn+kOyGjnTaW9ra39wMD1NV5Qd1soEBQHyQWi5FIJPyiUO4JpSdc7QXsT9/s+N6N3nlWxY5s37Dt+GG//fyCQ7DsdNobu72szMtRfX19pFL9fu+Kg0PzrLtlJRfdeScN/rk3izoK/zbP+XArX/mz0E5F9fCdimqqOZETOY3TqJ8xcV3kpu046uGgDnB6rIk6mqhfCO99LzzzDHzDvy/4oC9Z1MRmP7xfsBzOWQpPPgn7/WmXnQ+v/lHhDczOHm/ln0xmg3qwUo8VyA/BsGr1ZPcQy8uzoSy8ge3qGn0ASsaT3HheCy/8wPs7WJ5zwWGrbMALj2d6IGngHDW98NoqOGcFbHll9sTO6xY6ZpdfTkVFJWD09nqHjfKDY8uKlpxxzYM23XHxHWzaCLc9sZoO2miobuDT/hjFdzyY+5qbljaxYwe0/Mabt35mA7dc0MKlDU3MW+/Ns+wUuHTp8PcqaMM1P2ymdzC3DavPamHHT3PfA8iG4vBrKRRwenuz/fDC4Tl4X4N5ysspGPQhG6oKPX94erGg3/PfK3nPvf549ndEWZd3nQAvqJdRVhYhFothNjCsom4GZWVl9PdHqKgAM+8JBga8ofgWtqd5sr6Syu5uyvr72TNnDsc+/3zBame47cGOWqGRePKr4oWq5OA9fnlVE4P+b+5Dfwmn39NYdHSf0airqKOrv5f+TO734ebld7D7f73nefMKeJX/ferv99YfznnvSVkZLCvz1h9z58BKf30+q/213LUxO9769uqtBce5b6saXTv3de4FoKIiSTSaKtj1JR6P+d+H+FAf9e5uL6Q33zt8TPsfbwfqWqmq8j6f/OsObDu4jV9xL/OpIBY7jkikbCion3JtK2uehDNf+BkOOJgwHv/rd3HeBz6Hc1517BdpaPxs9voKz51zIq++/6mcIwvh4WbBW6d8bEWEu37IsPmCdWJgIsbqH2l8+eC33FNkv6pYl52b7k/ztVOy027+30zxrj1+u8Pr34xBxFF0XOmJuD7GSMvMv95DMcG5I8Hzdw10Tcj1Kj70kw/RO9h7WG1qWdFS9CjKh37yoYLj5uePp1/s2hiBw5036FaVP22kk+rzP99Cn+NYrs9R6PMudh2Yffu8H8jcuTPZt68d6B7KWV5Qz+Bcmlgs5v8fIQjqQT/x4AhgQwNs3uw9rmlpE48+Al/anN3m37jzeN7xuQeG/fb/6ypgftAdrWao+OaN3Z4N6p2dnTgH0egsBgY6AUc6bTm/4XQkwp65c5mzZ0/ObzNo556Xt7Lrb1v5/q+9UdDe9jZo2bCWq7/fTL/rYTazAShzFdy0/Cau4komwrQN6plMcLaxV87Or2QGK+LwyQT5oQNyQ1h3d/GV/NzyBujzPsz9fs+LnC9ENMqWxYup3b+fGR3t/McV13GN/6Xo7vaG9onHs23JD+rFnremvI5M3ww6aGNueQP/cmkLl9Q3cYd/fxD8+vqy/bJ6e4dvAOt6sivHxg74wr3e7W+80ltB/M/Wz/EXsXq6uxcBx+UE9WAHo7cXms7xfth/9b3VtLs25pQ3cNul3srvv7fD9X4A+8j7vNcc3oEIv+Zzq5vo9ud995/Cy14GW7cO/3zyb/f1eT/6F3fCzb/2fvTHVDTwT5e0cG51E1/C+8wLVbm9y7d79+d3RwrPl0gUDt9BW6qriwf18PfQOS8QdnVlg+FIQX3dLSv5i29lP7NF7Wlq80JLX18/UE487oVxKFRRjzEw4FVlKysNM+9Jg6C+vSpKfyJBoq+P2n372HjCCfQmk+wv7x92YZ38115sJ+mKl1/Jd5+4jw7amF/ZwOUn5W7MgvlaVrTQuTl3+YWWWSzo508PdhJ/+1v42nbv+7BgRgO3XtjC2ZVNfDXUdsiG85kzvRV1/u8x/L1YVt7kfZ8drH4/PNS3ktrQbwq88PnpiyqB0BeiiGOTL4NuSCaTRKNdOJcBHJmMkclkgDRlZXF/+MbYUEW9u9sbP7hQMDz762t4/iOtQ7/Vf8gLAHHipEnxW2slEnkvkUgZg4PeFy4YzrPj6sd4+OEMxx3XzcknH8NnPwsXXADnnANLV7ZyR8r77l14Ibz+bPjxqpUsvSsb3m++MMHXXpH7+r++NEOcSj75v33Ud3gXPvmf97yemxL30XZjhPc+neTjP+3lte2ZYZ2Mgu5EjYn7csJRscBaKHTd/eg9w3bcWs5v4YUf5n7O+RdnKdY1J/9oSrGjK8Hj89e/Ef8rG4SRu/c+y031mw4ZgMPB9lDhPf99KLbMNY+sGfV5QsG5I8HzFxO07VChvNhRsdF2XyvUpvzCUf5yg2WPFFzHsgMxlnmLhedi7R3tTkgqM/yiB4WmFfu8i+3ElLefhZkxe/YMOjvLMDtAKuWtN4OrkppBPB7HzPyT4nOvThoO6s8/723/q6q8bqEz/W3+uy6H8lfHCq/TvvtltvzNnzNrFlRWLmfbNi/GBhX1eNwrvnpBPUI0egzOPQv0kk4nc37Dzx13HDsWLqQnmaTx+edznisouFZXewXY8Gh3v/wFfHPPamqshrJoJcenL+DixguHf2DjZNp2fclkUgwMZPsqFwvq1dXZino4XAX3d3Z6/d3j8WwQKXRi5rsXthCP7yIS+SPt7f04l9vfcuf8+bQ1NLDhlFPIRKJ0nd6a81yVldk9Qch+KSors2Gl0PN+fNkdQ90u7jyxeLeNIFBFo960QpWhsMqU1+c2UJE2YjHo7NwOpIben95e70dmlm3zW5c08SHnn3T5suzh43CXoHDXnPAORCDc7zb8WYAXpIsF9eDzDS5a8wkyrH315pwuMjU12ffZOe9zD/b2g/eru9t7XfnTAOrqhnddmTWr8LwzZuQOFdXb632XnMt+77q6vGWGH9/V5X3vwie7BJ9ZXyJBx6xZOIafgNfb2wdU+JWFsgIV9RTl5WX+NKOqqgzIVtQBfnRJMweTCcr7+pi9z9uIbZ03u+CFdbq7vfczaHvT0iZufvWaYV1KPvrKbJ/9H7zeP2/i0jVU481XG812PQnvHPf0eMv87OvW5HR7unbZtSSLdY/ylzk7ll3mUtfEzXW55wwU2jEPugAFvT3y1xc9PdmjKuHvaHe3t7P0yw8PP1R63urPD+vjni8ZT/Lek1YCRkVFgmg0ihlAmkwGf0x8bwPoBfX4UB/17u7s+MH5FranSSS6MNtKe/sL7OzYmXN/Gd4Xf78/AlY0Wp5zRVTv316ggkgkyY4d3hvx2GPefeHPKvjuzv/z7HkLu+4vPtzsl5f2cPf1g9z8ScfPf3bP0EnIVzzhuO173SwqENKzrytz6D7/RUb8uefxe1heeeXQ9yQ4+f+tJzQxOJi9EusvPz28m0ux9uQfNSl2FCXoAlR/y51F17+VKTj/iw+M6nyk0Zy7EZx4PdqRj8YS0kfb3exIr1cxWsXOZxnt0LjFLkw30g7EkcxbbAjoYu0tdFL9kRxthOKf977efcOe63c7/4fy8hnEYhG/EDQIZEJdJ731VHAejdcFs3dYUDdLU1NzEHC0t/uvuye7ze3oKH6+Sll5LYkEnHIKzJvXMdQ1ML/rS2dnJ9FoJfF4tb/O9OYNutcNxOPsnO9dhXlfXd2wbncdHRmgjVTqRSoqcos0p7gmrudZLovcyrsa/436slPp7j50MeZwTZmgbmYXmdkzZrbJzFYdav5IxHBu51CVNNiIhKuj0agXhPIr6uG9p85Ob6MdDEvYtLSJz/3J8BFeTo1cRjz+NOn0i6TTz9PVldvfcr+fZtKxGE+cUE9nZ3ZD2N3ttaO8fHgFb+5cL7Q1LW2i9aJQWPGHFzy3xgvBlZXZ9gf/zpqVfd3BBnXOHO+15f8IBuJx9s6eza65c0n5P7KgKhQjRp3NJ5mcQyyWAV7MCerJJCQSGXr8qnyhQF5sehB25szxPpsgtB88iD86yfB5584d3jc+CIvB57Z/vxeIwz+w4H2pqcl+D/r6vB94flDu6fHmMxu+s1NX5z0mqCR0dcHs2bmP7+72NviVlYWDfv68tbW50zo7s9+JoK0LDqTZV1vLw2eeye9f9So2NzYOTQcvzPX3DwAVI1TUB4jH45x3nvf+1NWV41xuUD946uf4w6vPojM+QLy/n4HBbh6/+q0sX9XK9u25O7Td3dnXHrz3r6vO7iR9/1wvFO8Pnd8bvI9vasju0H18RnaHrrPT+z6E37M3zM4u884TvKD/z6/P/h7qYqGTeP1l3rogu8z2dq+CY8bQhiFYdiSS/Y4E70E4qDuXvT+TyX4eBw967yGQ83vI17S0iSvrcvu4X3PadcPafkbtOUCCeDwyLKin094Pw+vOBF5Qz1bUt9TE2VpfT0/eYL6Pn1BPJrOeVOo5urq2cG7FuTn3x/FeQAVz/PciTjqdHb/d2wj3E416Qb2jIzdo5Hf7gtyjLMFRyLB3PgEv3AbpTzrec3uMWU+s5GOhqmChk3LzHao7UdBNoFgXgke67uOuE73vyXeW555XMneu9++x/zS8mFEoqHfH4eN/kruR//EShsU1B9y7xNvBKFZxDxzq/pEUCqqFwmcxxUJiVbwuZ2d5tEF7PK5XUVdRV3DemZG6nG3xSMP4HmpnOTzvZEu7NGUFTmA/kp2QYkb7+N5UL4+3/4Rk0qtKxWIxvw/6IKlU9jyaoKAAUFnpHU0cGMi2u6PDkUg8wfbtjwJtOUE9GBL44MHiJ6tvqp9Debm3/HTaWwGFj4Z7PRMcXV1dRCIziEYr/Pa0k05nz615cf58XCTC3N27aZ+Z5Pm/b87pq3/lj89mN//Fjh1/xGxfTjdiL4t4yxsYqKWsLKmgbmZR4N+Bi4GTgHea2UkjPSYajQP76O7OVn+D6mRPTx979uyksjKTU8UOuiDU1uYH9TTx+Isc9JPihQuyoeG7r9vMO09+J3v3PkMiUc7ixfOAPbzwQmboC5Exo726moXbt5M8eID1l72NTCYTGkJoG4ODjxONdg99GXp7IRp1RKPPceDAQ+zZsydnzPK7Xu5tXDo6vDbPmzc8kNbVFQ7qqVTuj2BvXR2/Pess/nDKKTx90kk8eYrX2TLYGM6LzeOE2PnMnLmAmpqZwK6cYFJePoDZb9mx42FSqdTQD2/mzNzgsn+/Y9487webDd8OGGTuXDe0PG969kcbTDtwIEUk0klNjRt2pdRwVdeb1/scwztd7e29wD5qatxQAAs2zvlBu6urj0Sih/LywkEdvO9SsHMRBMtw+M4P2t7j0zmPD6bPnJk9Wz08Lfz4tjnlPP2KV5Ds7qZu717aGhoYiMeHPsu+vj5/ZZmtqEPhivrrXw+rVkEyWU4m4z1BUBXp6+tjxklvYtHPHuY36xy/XvFtal/zZg4cGOALX4CvfjVov2NgYA/R6HPALnp7M0PvfTSa7dbjffbeCjSRyH72O/3ibn19bvgPf/bB9OA7NWdOdocvGC3n1soMn6x6nqalTRw44N1XUZH9znu/+RTR6FYqK3dz4IAbWvbw33s/sBGzrcAA/f3e7yWdzt0hyWS8dvoFGXp6vO4MF/xr6CSl0AWCTk77v13Xz88vX8c1C/6B69nIp+IZbqwOjvj0AEliMXKCejrNUHjOrahng/qP33YdT59wPBuWLiXjPZC9Myt48MIrSCZrWbToHDKZE7hs8WXM5pih97qMMqLEOTf6UQCi0TIymQGcc/53qc8/pyGBc5X+OP2DQ+uu4D0OjjiC95knEt539+DBfj71hk8NhY53PuF1q2vsgN5kElddz5//8pss/1W2KhgOqRkz9tfUMBjL9tLsjsPHigznFtbW0Vbw3J4KKliYmUFt7Xb/KGH4tfQQi/0B2ML8AucbQG4AHzT4/U3XcXzTPUOBcU58MW/eFBmKm86MvvJyMOOSZ/22hXY0eisqePGYY8hEspvjfaO4eEqx62MUMtrwmYwnufr0ZuIMP1q18tg7+GvbzGdnZGhdsrno6FyzonVDO6U1NvJIXvm7Psl4kne9IjtoQHCk7V/eeEfBNl2euIN/Pc7bJv7HmcXbtLhqMW8v/zxzoy/zhi0uX1w0/BcPrqPfgQAjSZJyvAtUVMRGmrdwe69IZkdqm5cYeSekws3K+T4Uuz5H3IZfn6P5jOah32eUKDOYUfC7VUEF/ZlOZs3yqhjhoB6MkJVfUfeCuqOrKxsE2tu7iMc7/Gt3tLFvn7ce6+nxtnmVle1s27aZF/5++Mnq+2eU87tlb2TmzLlUVFSQTnsbiGAd7W13OunrO8jg4CCRyAxiMaO6ug7YRyqVYfmqVr575XU8N7+WZFcX6e49bD/31Tz/hjOHjlBEiFA5EOe39jWe6XySVGprTrF3YACqqtqBKPv3zySRSPrr74kxVfqonwlscs49D2Bm3wTeAjxV7AFeUHe8+OIeZs5cAHgBq7t7gEcffZy9e3uJRHbS0xOhs9OxZ0893d1zSCazJ4Sm02n27+8kmXyWdLqHfftg165X0NExb+h5urth69at9PV1U19/Ci9/eYR163bx0EPtXLOqla+/AKf/5Fuko1F6Ux20v+1Cqhov5cVndtHXN59Mpofu7k1+5fUJnHsVUO4H4F0MDGxlYCDGH/7wJOXlxwH1BCdz9vf3s3XrdhKJTuLx+ezdOwfnYO/eg0CEmTMjbNuWoacnyo4dncBOIpFKYA4br2+m5lN3kshEeebEE0n29rLk2WfZO3s2Wxsa2F09g4+d38U1ja7BmQAAIABJREFUT1fy3ifL6a77Hsdu+Ds2/PV1wJ/6lbUkvb2QTrcRjQ7Q1webNm2ivd0bb/mYY4zt27vIZGawd28XfX1PMHt2FFhET89CwNi48Y/ALvr748AM9u07npkzK2lvT7FoUZRduxydnQP09RlbtjxKefkA3d2z6O5uBGpJpVJ0d2+krs4BM9m9O0o6fQx796aorU3T25ukt9fo6elh06ZHiccH6e6ejXMvZ3Aw5gfJTmKx/UCEzs45dHUN0tn5KMlkhlisgd7eYwFj794DRCJbaG9P4/1AjyORqAQ2+xXPGrq764AIBw7sIhJpJ5OJ09UVJ5NZyAsv7AA2kcnUASfS11fG4CD09Gynv7+LaNSxa5fR3j6P3bs3k0gMEI8fz8CAV25/bGUzyV9u4NTHH8ecY9/s2bQtmMuL176ZeqC3t3coqGcr6mnSaa+94ZFDzLyVWiKRYHBwH+AYHDQGBsC5fj9UJ/wdkDq6uzfzwgv7gPns2uV99zdu3AY8h3MGOF54YRtnnPFK2tvj1NRAb2+GAwd66e6GbdsOMHNmCueq6OycBcTYtKmTSGQ7xxxTzbZt8xgYMJwbpLv7Sbq6DhKNwtatdaTTJ7JnTz/x+D7q6mp48UXvqqteeHfU1j7L9u07+dWvytixw4AY8+e/nO3bvQ3K/v1p4DF6erqJRuHFF+eRyZxIe3sPFRUJksnYUMh89tk/Agf8lfLzPPdcHbW1JwJxamsde/du4/nnHbNnV5LJ7KeyMu5/7jNpvHUN0WiCvbMq6a6sxID6rVtZfOsaHrz+I5SX76O/v4unnsrg9SjazLHHnsHWreU45+jp6QVqhwV1r+tLKq/rS4zBwUGcc3R3G9WveRePxL7FSc8/wu45c0gN7OPhv3sf/fZmXjbvRGbMKGNgYB6nHnMal2+6kf9MfZoOa2NR5SLOjF1KTappaL3pnHd0Jp2OA72YwYwZFfT3ByeydtPVVUVPTy+7dnUTidRSVxcJ7WSnKS/fSir1Im1tfZwx53jeHr+LH/V/nE8/sIXKFOyrreWpk08m7W3p+cvdnfyIZ+mkk7YqP8gnEjx10kl0zppFeX8/p2zYQEe8l5suSPANv897GWVUUUUllVRRRYwYO9jBi7xIQ1UDzkHbwexOQJIkp3EaM5lDT89GkskEnZ1egNq7tw94jFhsANjLL846jfMeepxIJoMDOqqr2bFgAXtmz6a6vZ2Tn3qKyOAgr/nbO9jx/UFWV76VZHKAWbOSLGyP4/BGTNp87LH0JRJU9PZy8hNPAL18bIW3w2LxJL8//XRS8ThtDQ0s2LGDmgMHcJnc6lycOMfxCqoiNezKtBGNzuDCV76OLz32FQZcL1GiZMjg/P8Mo4wyZjKTBAlilJGgjIMc5EVeJOOPz1MTmUttegG9tptZdgwfOf8DnBy9mD53Or+M3cELg0+xaFYDn3ljC6lHLmb/zKdIJBw7dkS4YdkNvP/BD9Lnsm1NxpK8NXorr6o+jblzy3jqqTm87YTZZNJw9Q+aSdNHjBgJElTaLE7PvJXuiid4uu8pXDzBbZe1cHK6iWOfGmTBggPs23eQc6vL2L0brnB38GDks2zPbKShqoF/OPtTbP/vcygr+x2JRIYtW2q5+fU30/yja+lL555/8LFX3ciOB4/ln467mx07juG4446l/8T/5L0/aMbSjtnMppxyUtFBLjj+TXzvj9/hoO0nRWpoGSvi7+Fgz0Y62UPKlfPB895HYkaU9//X9fTQwSCDQ+/BeYPvxSJb6Ml00OUcf3Hm1cw9JsLV/9VMf6aHMsqopZZKKikjQRRjG9top51kPMknX/cpNt97Fp874bts3pxhwf9n782j5DrKu/9P3d6Xme7Zd80ijfZ9s7zI8b4j78ZgbIzBBoMhCQlvTN4cwknCL0Bewnk54DchQAgJhC1xWGKwY2xjG2zL1r5LM9JoNItm36en1/v7o7rm3h71aLSNNTOqzzk607p9+966VXWrvvXUU0+VePnb3vs4PHQ4o14YGKw2NnG5+V6OOH/N3tgujICbL97yN2x7B/65+X8TpZNa52I+ueHj7N6eZHvshxw2dyOMHL72ni/w4NKH6H1nE43iW/hSEHLm058c4gj76KBj/F655OIlRDgs21WrLYqPzy5PFOo5OQEAhodHID3QGhjoxeOBtWtX8eabu2hrayWVqiESMUkm23E4DtPdDRvv/V/8RyNc81O53uVocYA3P/kxIqn3UFBQQSAQJZGQdS+RUIaoGEND28dn9yGA0wn5+UXASQYG+oACPDc8w7ZFb7BsWZi33lrAxg2/4y9f/bPxWacKKnDhopE9fK/xe3w0fxmRSATT9I0bioLBAQYGQgwPC/Lz/UQiXUwXs0WoVwC2pYS0AJed7gcOhwH46ejoRAgp1MPhGM3NexgdjWKaZTidHQjhJZGAffv20dExL21hjzA4GOO11wYYHIS8PDfB4DLa2lo5ePAgo6MJoBSXy0FPTy9O5zGi0WKKigrJz09SXm5w7FgPo6P5uK9/hp+UfQZopuCeK3nqKQe//OU24ASRSCnt7e0kEoKamhU0Nu5jeHgPicRqRkZMDKORUCiX5uZV5OQc4NChRqCbvLxKenq6eeONTk6eNAkGPYyM7Gd4OMSOHSZNTYM4ndLiF4/Dm2/KhZhOp4d4fBBoxX/zU2wFAj/6FTG3m/LGfSTig1SeiLCvfh7/+f4Pc2VPjEf/8//RsDQHY2SEmt44uV/8R/Y94qanpwaoIRKJEou1EQyWEot56Og4TkNDB4ZhEIsZRCIJ3n7bR1dXHDAoKvLS0tLA0aP91NZW0tXVARRSXu6ioaGbfft2kUqVMzjYxPCwgcNhcuKEyZtvwuiog1CoGsM4SSy2m46OpfT29pFIdGIYHgyji5Mn4fe/b6KvL0EwaDI2ZjA05GL79iSRiCAUqiQabQHeorm5js5OF7CfaFR2XPv2HaOjAxIJJ3l5IQYGmunuHiUWW0h7+wHcbvB45HTe3r27cDi8wDCJhAG00dQUoKamjIGBBnw+OfIeHYUdOzppbh5G+vr2AW/T1lZLJCKAIyQSBg6Hk6GhODt2tDM87CA/38Xw8B5SqQVABeFrPsxbbd9jyfbXqOhPEk1F2PH4A9z/9N8DUqjLxso7LtStuNg+EgkTaVG3zBTWDphxkkl3WmyN4XTK76TFOMjIiIe2NinUAUZGxjhy5BhQyKZNS2ls7GZ09AC7du3i5MkALtcYDkeEtrYYr7wCra2Wy1J7O7z5pp+9eyOEQiZDQyeBVrq6FtPc3Aj0U1RURmenycBAO2+/PUhzcwyPJyU3uxjIp7W1iJYWEKIDt7ufVKqUWAxOnDARog/YSTS6gng8zKFDx4ARli1bwdjYEK2tTbz2WidtbSaG4SSRCBOJhBgezqOvrw+oY8mSAo4da6e/v5W9e/cCKzGMw0AHTU3yeUBgmibQxIEDHq4IlPH2shqSNuvvQCiUtk4fo7Awl9bWMvbvL2N4OInXuxOPp5lIpJ7h4TGSyRTZLOrK9UV1gMr1JZUySSSSDA8b5OWNEC1+kh3FXezY5OLaa+vJS24j9moV4bAnvb21g56eEBXxNfwRTeQE4c47G/jNb9oZNaVgNgx3ekFtjFTKhbKoh0I+Bgbc6QHMMImEl61bt9HamkgP9lx0dUV5/fUU7e1JhDDx+fJxOEoZGmpmQXQlf+o8RmEsQFN1McdraggMD7Ns3z76w2GO1dayxljLm6k3+IsbDT7VuJDRUD5GKkXd0aMcq6rg6w9/jBW33Uve8Z0s7v4GATzkIEWDaZqMilFMTBaxiHmihifWf4SDO+O8bf6EhIgSJy4tnMIgj7spLQ3Q1HSQgYHVpFI+Dh7chxBJNm3awOHDgxy+9nqKewapa27lwNKlDObm4kwkKOrupquwkB1r1jBCFH73OxoapH9tKgUnTwpeuXItwbiTUb+fnMFBKlpbaZ43j1cvW4mL7fxspQtfoJjHGssRpsmCI0c4WVZGw4IFALiiURbTRx99+PBRa9SxKHkX1y3eSFdXhMFB2BgEp2MRR5IvETEH8IoQS6vm83rz7/HixkhPmDtwUWKuotV4h1KzlBpqOMEJcMJ7ff+LgthyCguhrQ3mjcLWAwdY4KjnPYu/zt69Pm65opSSYIofndxNOOzG5XLS0ZFgRaKOj/v+lq2Rn9NpniBflHFnxb2MNdVRvjCedqnr5re/dVHuWMej5pdpd/0Pw/EBgs4Q9c7rqHCt5sorH+T118cIBMLcWjGPF144jGGcxOtNEY0KduwwOXQI5osF3Fj7jzQ25nPfjfkcP95LK8cpKQnT2emgr6+VjaPz+cPcv2NH3/MM0IGJj8fWvY/wyfm0YTB/fik9PSc5caKTezZcxVN5X2VP93NEGcBp5nBt6Q0UDKzEKRZywvUbmmPHcXg8fGTNR+jeWk91TYDSUidvvDFIQaeJo8fJQ+bnaHa9RFviBB5nkLtrHmT0yBKu3FRMebmPn/ykmfJeDzesreeJnP/LrsGfIMwYfhFiuf86BocNjjl/TWGykCEzxeOXP0p5zwqaOEFBQZieHjcDAwM8Wf4U3z70bWJEMDHx4KFAFLA0eQ83rL6RBwuv4sUXB1lW42V9sJSWzhG+UPQDRkdjuFyQOAwlURd/vuYLtLfH6O0NcWtFNbt2tbHYrOWuRV/g4MFiSOTQKv4Lr3CAuXtcrBcahVQnryc/Xwpup9OZFuqJ8fjkE11fgkF5rhTqRek1YX0UFgbJy8sjJ6eQ3t4WmprcmGYrQ0Mj5OaG6e01ePvt4xyt/DRH/+hp3G4HwWAbK1eO0fDKGkIhP36/n1SqB0gRixlpg8YAhmHa0pOD0wnhcB5gMDgohXo0GkeIKHl5gXRb6icakSZzFy6qqKKXXgYZZPfIbpzFYJqdxOPVabeXMXy+EUAabQOBM3OrOldmi1DPNsd3yjyQEOIJ4AmA8vJ5QDH9/U14vWNAkrGxPUCM6uqlvP12IWvXLsQ0BV1dKYqKDvDWW80EgwLwEosZFBdXY5p+Fi7MZ2DAxfHj+YRCezh8+AhOZyN+fx6dnf1UVgZJpRYRCskOtrQ0zLFjvXR1KbeFPiCH2lrZyZaXV7Ft2wFOnuyira0dKKSqKp+BgWX09e1h27Zt9PZ6cTrj1NauYs8eB2Vly2hp6UCIBpzOfQwPO+juriASqeTGGz20t7fT0tLM8HASp7Oe3FwPFRUpmpoMamvjHD8uyM8vYfnyFPv3H6ejo5mSm/+c51Lv56qrQtTesGI8H2v37KH77WGu//Rm/AnBYG4uJSdPApA/EmX9rpc4vu4BYrFqksmjOJ0mgUA17e0eiopGOXLEIBg0yMmJYZph+vqa2bMHYBXXXutn585W+vsb2Lmzm3jchde7hCVLHLz6agVjYzs4fLgJ0wxTXBxkYMDA43GTnz/I8HA5S5aECQarOXp0F3v27E9biSupr59Pe3uCYLCfoaGDmGYeCxcW0dg4QmdnDKczysBALRs2hAmHSzhypIHDhw/R1QWQwxVXLGf//hQu15H0dNoyampy6OlpZXS0gd//vjsd0WUtixfn8uabY8BuBgZGgIVcfnkp+/f3EI0eoqGhgVgsh8WLVyOEwZ49JxgaOko87gLWsG5dnH37DnP8+OG0dTqPNWtWMjoqgDHC4S5SqSJWrnSxc+d+OjuP0NYm6O3tJ1L+FOz+Cv/5FjQ1NbJhQwuJhIxbG4lEMAw34LQtJoVEQgl1aR3yeKzpT5/Pl25sx0gk3On6OobLJXC73Xg8cmakr6+AePwkIK3zhw410dsLQiygpMTA7y8mEDAYHd3P0FCUqqoAhpFLIlHAoUMC0wxxzTVu3nmnn56eIbq6uohGw9x++xLGxvo5dOgI27a9nS7PhSxcWE5LCzgcBZjmEcbGCqisrCE/v5vm5lb27u2lrQ28Xg+1tfU0Nlbw29/KZyoqihII7AJ28tZbubS0DALl1NQU0NFRwLFjXvLyuoFcgsFhhBhkZKSbd96BVMoAyigqcgELyMvLpb9/P/B6WpTXMG9eCfF4BAhx5ZUpDh3qIx4/xs7l9RT3R1i6fz/+0VF6Cwo4Ul/PgEcA89m4sYpnn7XcgZYuLSIS6QDm09Mzmn72U4W6aWZ3fZERk+SGVi6XSU6Oj6GhCqCBpqaduFxOoHJ8rQXA7t0hcnKamD8/wb59KnKMKz2FLV1flFBPJgNABKfTIDfXRWuri0TCi9PZSSLRzdhYilSqDp+vG4/HQTQapLjYIBIxWLiwkGQyRGcnHD3qBg5TUvI6v7l6E6GoSWFXF0sOHsSRTOI7eZJBMcrS5N8g8NG8bITvF7h46LWjLDt6kj5fnNiNdxA1nyQWGyOnbzV35j7B1rGf0xg9QlL4qRDX0JH7HCcGm1ngWMlN4iP4TtTh7za4svIBftP7PYZGh0i4DRYkn2RL/cOsXDnKjh076enZzq5dubS0DFFRsYyiogAQoOLyj/CWCxrfeIe80QT1hw5R2tGBI5Wip6CAnSuW8vaiq9nsmkcs5mfp0hQ9PS4OHx6k+9Y/IPifL7HkwHGKOzoQgGukny88sJYruRKAxvkmI0eHuHLnIQIjI1S2tjLm9dKXl8fhinwqWUApw/hFiMU5t5A/8jC33Rbg7beTvPLKELHYEHnxGp6+7k66uhzs25dgXfEgA80L2On8V9oTxzHMMJfxNFeXfYDgFT/g/3vhb3ENu1jpWMvlxdeRaLuM+uULqa310dJi0tY2QleXk82bA8yb183eve0cPXqM7m4YGytk1aolJBIOTpwwCQZ7yRkp5+OLrmJwcJTeXidVrjDHnPncfnshHR2wZ08/qdQJdu7spM57FU8/cAc//rGTkhIPx4+7WHtZkMsuMzh0qJ2TJxvZvXs3HR2C3NwSli8v5ejRXPbujZNKwa23GphmG42NrRw+3MvJk+DxLODqqyvp7YVjxwaJx4+RM3QFD867idLSKG+9NUrewCiHD3soKFjO5Zf76Oio4sCBRo4ePUbewCLeO+867r23kq9+1UO5c4TjrWPcuHIFK1bcwfe/30VVSQSzFUyzgJtvXkog4OCNN+IYRjv79w9QH7qXP75jC//93z04HHFyE06OG0Vs3jwPj0fg8xUwOLiPd97ZQ8HAAh6f/yWczjAHDxbBsI/rNhnceOOTvPFGEy++2EZxf5Jjnf04HIu47royIhE4ciSKpzPMFabgmPPXRJIDOAiyKngXlcn7uf32fAzD5OWXexkdPcbu3U1EIm5WrMijry+XI0fCgJfNmx1ce22KX/+6nfb2Zt58cze7d4PTGebWWxfT0uJleBhuWvok3V6Bc7eH38SfpzS3nA+Vf4zBg5vJzZWNiV2oJxKMf7Zb1L1eB+Ab99+WVvNhQqHidFtdS3Pzdg4ePAz4qa5eSjRaRGtrnOHhvUArtbUmw8Oy3SwtXQAE8fulW40QJhAhFpOW+3h8EKdTkEqVMH9+gGPHHGm/dQPwMTYmp/1isREMA0pK5O96evIpM2toE62UU44DB400AlASKiEYDAEdjI3NY3BQAJ3pdUzS5zU3N8B0MluEegtQZft/JdA28STTNL8JfBNg5cr1JpRimsc5enQfMIrf7wDWEIvlEI9DUZGgvx/icQOPZymRyChXXukhlXLS1KQqnvSXjcUgFnPwu9+toqurn1CoC5erm0TCT2npMsBBOCzPr6jIBxro7o4wOuokL2+Qdeuq2bBBXa8IOEZDw/60X3wF1dVw4kQ+qdQqEol9RCJ95OfPo6ZGTvP/0z8JoJSCgjzKy4c5cCBMd7eD6mpYswagHChn5UoZ+z0/3/KbDoXSq6jLIRBwALV4PP0cPNgAwIoVtRn5WFJSgmH04HeGGQrGSDochGwhLhYd7+DA6AiHDh0FOigpqQF8HDkCS5Ys47e/lb67tbWwdy8MDZUTjZrceaczHVKpEq83iWEcxzDqCIcd+P0AQUpKVuJ29yPFt4OuLjmttWePtFbV18PAgAEsAd7BNA2gmmBQ4PO5gCJKSwsBweLF0u+0rc3aNGbdOujpyQFWU17eRmdnjECgiqIi+SoUFq4cz7fCQtIWeDdCHCCVKiUczsXrBfBSXb2etrYkQrgoKAC/v4icnAAVFd3E42Xk5zuIRCAen8fq1SHa2ryEw24KCtzAagoK2kmlhoA6cnMFXi8MDXnp7q7CMGDxYmhrW0Z7+w4OHz6ctnYXEQrJst27t4CdO0+wdGkfRUVFaaHuBVRkGSnIVVxsFXfbblH3er02oZ6bXp0fxev1ItLqbuFCeO21EpLJNqAdyOXo0ZO0tFSxfLk3vZgYoJDVq6/ipZcEixYJOjpg1y6Z71ddBUuWQGNjAe3tBQwN1RAKyZX77e3FQIhQqBUhAkAJoZD08R8aKmT9+kJeeEGuw6isDPDGG/Ooqxvl2DFBSYmPujprHF9eDnfc4aG/fw179pxgZKSbWKyAQKCOQECuZTDNUsrKpAW+qgp8PpP29kOY5klyckoBV3ojKHC5itORCPpZvDjEoUPF9PcLDh2S6wDKyx34fMXk5uYxsmI5i77xj+Sld4etaG3FiAzxgxsfBqooK5Pudz09cn3A8HAxr7zSCfTT0zOStgIFJrWoG4bA4XBkCPXBwTiQxOWCBx/0IUQO3/lOC2NjYzQ11QJOamsZd1eCHOrqwOsdJh4PE41OFOqudESieDo9EXw+H8GgSNe/csLho/T3Q07OIvr6yti4cR7xuFyb0Nws28rqanlP6eJTxtKlEXJzR9hbuJxHf/EtCgYj49aXERc8d/lDlPAgJVxGaWmAk8znufu9VH0UKsugwoR3vggHD8r24GN3b+ILVZ/kS1+S91uwAD7wAXm97dvh5z9PcujQMNXVAT74wav5a/EE/+f/SFdFl0uGl/T7/VRWrmPXrr00N/cRjRazcWNRui2Cw4fnU774YbbzEA8/vIhjP/kTzC9/k/I+GEn0M7x+OWOBL9PcbCAEbNwIO3bA3r1FJBf9Pb+r+ThlR7+JidyB8fUHPkDFTRvYsf97HI83MoabnQtquHKr5TriHRsjt7ud3gfv4t8+9g1eemmYQ4cc0O/nqmvlO1FW5gDCvPlmmJIS2LwZ9u+XbeTbb8OmypU888iTOBzw138tr7tiBVyx4iEZlOAZ6OwcIt4aw+XK44orjPFF0Q0NHlauhOuuA9MsweEoIRgc5ejRKF5vmBUrBE1NAIJf/rKA/PwC7r4btm6Fl16ClhaYP1+uT5AL5PNoa8tjdNTkwQcFdXUyhHGj1EAsXiwHkRUV5TQ1FRAMDtPfn8uGDS6q0+7msZiHa66R+TswUM2vfjWPwsIE+/bBmjVy4BoOw9BQLi+/vArDgBtvlK59b70FBw+aOJ3w8MMivZ7Lz65dKyguHiYWc7JqlZfcXLlWpqkpSG5ukJtvBr+/gLy8OpzOBCdOxFi2zEdpqcA0wedzsWPHPISARx6R7U5NTQ0NDXI9zoIFqk2E8vJcBgbW09TUBYS45ZYATU2yLgOsXy/f91Wr5vPiizU4nQN0dHhZs8afXvAPO3d6GBlZzkPXLWfz5qfYuRN+9jNgEDZdrxa1C0pLC0gk8mlvj+P3u7juOsG2bXDkiLzX6tVgGAY1NRVs3VrGyZOdRKMOPvShQkIhwbJlMs8uv1yQl/cIJfGlXLb7K3xgSxW7dr3FHvLG14PZXV/UQk6114PqO2S6AoyOyjre3S3XuOTnS11TWBjg8OENVFdH2bo1l7IyqclM001v71rq603e+94kzz0XZc+eKMGgvLkS6vL+I0Qi8qWNxwfw+XJIJhdTWcl4FCeZNh/R6Gi6TimhHsQwoKmpimpuImFGSIk4hznMCCN4DBkyuLCvBDhMb+8wAwNBoI3y8lx27JCLSUIhH6Wl07fh0axYTAq8DdQLIWqFEG7gQeDnp/uBrCdeiorm098/jMcTYPnydUAOzen1RcXFcgFfKgVbtwqCwQCXXeYcb6hV5S4vZ/xYV5cA8sjPX0hl5RWkUutob5dvpFpYVl5eAAiOHz/CyEgTTiesWlWYXjwBfr8UmobhZXCwnMrKEH6/TEsiEWb9+o1IIVdLXh7U1FjhA5cu9VBQUEAs5uDkSSk0hLCnDzo7ZZpVQ/H669Kfd/58dUwQDC6jtbWIkpKFlJQEM/KuoKAAn8/Dm2uXs3vVKoRpkt9jhfKKxXqJx+H48RNAHhUV1RQVyZfi6FHZUKmFnAANDQ4qKpzpAYXsbEZHq3E4NjM4WEYoBCpYhWmGcDqrAQf5+daiwMZGWLVKNoDyXC/FxZtoadkIuMavMTYGTU1S9KrfR6PQ0CDLW5U5CDyeClpaalm40InbLfOxsxN+8APSL7HMr0SimCuuuJJIZCG5uYyXYyxm0Nkp/bGdTnWuH79/HiCPe72qfoU4fNhDVZX6vcDnK8ftVv7PjC9cPXBAxo2XAtggkViaFm75OBxBgkHZ8UIufX1OWltl2UihLjPSblFXQt2yqGcX6nIFu/zs83nGz1m4UJZLb28Ih6MJ2Et3twfTnMcVV6jryMHgf/2XAQiKimRoShVxprZW1X3pCtTUJOujCkEJHny+OpqaStI+hfL4wAA8+6z0f6yoID0YFoyMBBgc9JOfL8Yj5gB86EOy7ofDLqCO6uqNjI6uoLxcDsSq0sP9piZrwW4gIEilFrFixRpyc6Xrgc9nLeR1u4uBhdTVlSCE4He/g+5uKWYcDvVMLvpqvsYP3vNhWvJkeMbmkIMfXvMQQ4u/TjAoB36PPAJPPUW6fubj8zmALvr7R3E4rNkQh1LOGRZ12QEq1xdlUYcIbjcUFHgpL3cQCKwmHl+Oac7jnnvIeL8gQCgEpik7rGg0jmlaQt3ptLu+yLrg9XrHI6FAFbW1y4A1bN9eRiolDQU+n1xMun27bAdXr1blKstry5b5rFixkuEFX+Nfb3iUlnQIy5Y8B/9yz5NkkVb6AAAgAElEQVQMrHiG+fOL2LhxIytXLgNk46UW8AohB6exmKwb1dUy7ysq5PdLllh1YNEi8HgcBAIh7rtPWv2EsM65+WZrQXg47CGRWEMgsBpYTG0t43kxOOjk4MGVwGoqK31c9fQzVPYmePlFk67fJFj7qWcAg0OHZHoCAStM66FDEL/sGVwHEhimSeh4gvd+/RmevvtD/OjRl/kwzXyCBjY99iI7/urJ8TpzIuTg+aee5O6/f4aSEkFNTQ4gBdumTfLapdZaYC6/XD6bErUA998v2ziHQ5aN3w8rV1rfy9/nUFhYwGc+Y1BWJvO0vFz+ve02eU3DkAPb7dv99Pbmcd99gmDQ6ucA7rlH1mWVn5GIbKPBCjnc3AyhkGChXLo0/nu/33qW/HwwTQ+//GUBOTkuNm1i3PAFqr2T76thCLZudZFMusafy94GPPWUFN2q7qRSgmXLxPj11PFXXw0ihHc8XbfcIgcODz5o9V0lJXD0qJN43M+GDVJ8CmGle/16mW8g6+fwsGyzFi/OzO/ubhft7eXcc0+AwkKr3hYXW+kJBsHvd7BtWz7g58orrXNAlscVV8j7V9o2tFi3zvpcXg4nTghOnnRz662yHyxJL6mzl5PML4Pm5lKqq4uYN08+2803wx//sbx+IBCgqqoCaOPAgQPjhiJ1DcsNL5Fe8A4Qx+m0+hfZ1wYYG4uQSqXo6pLTiQUFsnEIh8E0vYyMhACB32+VezQqjalOp5OiogDxeD7f+pZMZygkB9pKqB8+vAt4g1hsEL9frtS2R4KR77SPaHQM0zSJxUZwOp34fG5KSmTdW5z7JDeseJB2dw9tZjshs5q/XCPD+xYVFQEOGhsbaGtrwu0eo7bWEubBoIO6ujqmi1lhUTdNMyGEeAp4HnAA3zFNc9/pfqOmenNyKjHNcioqxPiUjV2oS19TeWzBAiukH0hxV1goK7jf5oI0fz5cc40cEQ8PwzvvyNBvqpEOh30IMZ+BgUbGxnoJhYIEg5YYlmI5RGHhJvbskQIULDFumi6i0XB610h49FF5fHhYpmP7distqsFQ6XvrLSlqVqywpti3b5cCZc0aK8LBtm0eYrFl3HvvqXnncDiYP38tL1WtZXXTDmpPtOJKx00cccFrWx5FiIXk5PQD9fj9Yrwx+bd/k3/Lyqx8jEYzGxa/H44dg9ZWWR7Ll8tn93plnno88v95efIaKuKHavzUAORnP3OO+6IpUdzXJ8t0+XLZsKk0HD9uNfZKaB8+LH3416yR+ez1SssUyM7K57NiKkejznGRoH7f1ycHEKoDtQYKVh6oqCVvvCHrx803Z8Zs7+qSDZPHQ9qiLhsXVSc8HjBNH+vXX05Tk4OCAvlc+fnwoQ8Z/PM/53P8eA/RaILe3ijgw+FQ1mC5aFTFxY7HY+kIHlZD6nA40v+PkEio2O5j+HxWz1dWJhu7RGIR+fm76eoSdHYuw+l0jZe7z2e9Vzk58n3o7rbKXJ2nxFssJs+xH3vuOfl39WrZsKqoQfv3y3dTCXuPR76bo6MyH7xeuOsuWa+UZVC9bs3NMh3r18v/FxTI627dKt8TtQcACJzO0PiCSDVLEImQcUyF+1y0iPFBit8vhRnAfX/xDJU/fIbjx+Gf/1ke+8hHZDoNw4oTDNKyVVJSAHTT3+/G5ZIZ4XKd6vqSSsURwpn+HWQK9THcbrW5CAQCXtra5EuiBIzqXGtrPbhcjnEL19hYDNP0j+ebwyHvEY/H02saIvj9eTZxKFi4sIgdO6S1vKpKlq3avGx0FK6+Wj6DuncoJPNShbwcWPEM+x5/hqpb5NTozY3y/bz2WlkWh23r5VxWVaWkRFps16612vc77pAziOp9kc8Pn/iE1aYobrtNlpld1Ml6YtDZGcbtturNggWyjik81riV69MRZ+xx9FXbpPIZpOBR6beXu/3+ubmw+ulnxndErCJz6njlSpmO9eutNIRCctDR1QXLllnP8cEPynPs99qyRQoo27IJqqth926ZF6otMgx47DH52X5uUZF8fxYssAR4QYG0WPv9Vrtuf241aBCC8XU6a9ZYM9Q1NdJ4tHq1VY723z/8sJVH73+/bH/V98p63tsr23w18K6vl8+9aZP1W3vdWWqLEVddLfOpo0P2CarMKyqkSLdTUiINJ8Gg1V6BfP4dO6y6oPJKsWiR9XnxYjmzuHmz1QeVlcEDD1iCXeVXQYF8h1atsp5jwQL5XIsXW2VTWGjVZbs2WbxYzqrMny/7QJXfq1ZZ94bMOmhP68Q2asmSGv77v/vp6xvE6azC6/WOt9dCCFwuB8qirqzrLlvGy49+kkmT0dFRenqG0/kqM12J8ra0f4QyWCqsAXVmPhUWyvZTxmk/Pr7AU66nkQ8Xi00U6l6SyVS6bRvB7w8ghKC2Vq6bKi01eP+9j/GJwcf4e7nsi/el8zAYdAH19PcfpKdngECgkAJbpVVt23QxK4Q6gGmazwHPnen5qgGIRKC722DBAqtCd3RYnYddNKkKqsTdwIBVue2j2ocflp9bWqTFsL9fCneFtBJWEg4X09raR1lZeHwqCKwGV4WnU+Vt32I3kTi18FWDErC5Q6kOVB1raJDXUxZuRW2tTJfquHp75fNalrJMcnM9jFZ9hSPRp1i07TVSWNtbFy5/hs79UFxcPp5fxcVyQPHjH8uGprY2MzSjXahPfK758+XfkhLZYYNseO1CG6xGTT2DEun19fL5AwFrFkSVm/p9KmVZFlQ+q8ZB5YHHY21ItHatda9o1BKdBQVW+W3fLq+rRILXCydPwu9+Jxt1NXgAKWI2brTK0OORA6mGhszfqzJTVhZ1r/5+6Y6lBKfKLyjg+PFOduxow+WCxYsD4425ECJjS3gVOcRtbwkBv9+LdH2BWCwFxNLHJA6HfO6ODj/Ll2/it7+18lNZH9W7VVwMjz8u89A2Ns1ad1WdkAtfLZeJLVsyv6+rs9waQNaXvXut8gDZ6dtR91GDWmU1E0Ke+9prVh6qAe0PfiBnVNRUaTgs3+3cXJlGl8uaIVB11n4vr9cSbPZnLy3NFD92KioKgU6GhuKUlBSO50d21xfZAdqF+vCwFOo5OZarkr3jVh2c3w9/+Idy9mDPHj+9vWoKOI5pusfT53AITNNNLBYjHo8BKXw+H7m5ltXcbr1V4s3+nqo2af58WY+VmLGXvarf6jx7fqr30W4lBzmDUViY+Q4UFMiBwUSU0cSOGuDaUeV0/Lj8TjXT998v6+MvfiHbl2zYy1iVe1mZFEh1dZlC0Y49r6bq4AMBq7+x88AD8q+tWxmftbIj/YUzj61dK9snexlA9jp6+eWyb7zllszjytqrsOer/bpr10pDlt3qu2ABPPGE1R6DzLdQSFqE7YJXvbd2yspk/7V+vfX8gYAcGE3k6qulUchu7PR45MxWe3vmAC8by5ZJ4XvDDZl5XV5uWdIVFRWyDVi2LLOuV1XBn/7pqde2Dx4Uq1ZJ3bF5s3XM4Tg1/4WQ7lsTmT8fPvlJuwFCluvdd2ee53ZbO3hmy2NFMOjE7V5HXl6U3l4vBQWZ+SCNPIkJri/WqFaGSwyQTMLo6Cj9/SOAj3BYdhzZhLq9Hqq6pNxtAP7kT6x3S4Z/jGAYfmA5lZVDBALyovH4qUI9lZIzz4nECB6PbGjWrZMGN2V4sb+T6v6yHy+lqsrPiRNjlJQUIoQY36V84rt0oZk1Qv1sUZVJ+SeXlmY2kCpj7ZpFFZC9o1OdTlGRbLRUx2Q/HzKnukC5d7hJJEoyrgeWAFWVU1VClZaudJSfbJ0NZHYQqoG030N1LHZrkur83G55f7twzYZykela8A2e//I3eOIJaf2qRPoiRiJWPGx1n5oa+PCHrS3Yx2fvyRTqVVXSonPPPTL96rvrr5fCyutl3J9flZnbbeWHvRxvu806V+WFx2OJiWwCQonfkydlOan0q7+lpZb1Rx1T1jUlTl0uKfDC4cypRRXHW4kHuyXOnt9er7TUxONWg20vr4lCXYljZb1X5+flFdLb6waOphumYIZAyCbUnRN6ZCnKh9KhImVM9UDAm3FOTY0c4FZXy7IdGMi0gqn02gWK/f2wZrisY/bOXcXlXrrUyvv6etnB2N85kAMeNfNhr1d2HA75ngwPy3fXfq+NG2HbNpnO8nLrfevslH9VvNy8PDnDY7daLV0q66i941f1sr7e6mTs7+hkIh2guLgAp1M+v8uVN36+dHER2F1fhJCVQeaPAyEEIyPS9SUnxyovlVanM1MwqHYmEAiQSPQCSeLxFKmUyza4AxWjfSydEX6/FyHkYMna4EzmUzahrup5MCjdEBT29sBedyYSDstB/0QjQiAg2+ALiX1jK3sd8Xjkv/e/f/LfGoasn6OjluAwDLjvvqnvq9rgyQwlU2EXS+fyW7sYPh3z5klL/VS43dLtzOOx3l+AP/gD2RZOTO9Eket2y7piryOTcfPN8vcbN0597nXXZT9eUZFpzZ6MoiIpss8kvwMBKSJP975Pxfr1mQPRc+F075ad970vc1fsyQiHBcPDXk6ePFXnyAXrifE1YFKoByec4yeVEoyMjDA4OIzXGxgvZ2Uc7exU7pry/ytXSjdaVU9KSuTgsK4us20tLi4F+snNnQ/4ycvzj5dVNou6acLAwADJZCIdWlk+/5NPWtcUQmqU/n6r/VT9sGHkMjqaO/6+f/CD0mCrLerniGoslBguKlJxo2UHoxplu1DPJgSVuBNCNhB21LSbfeGIwu+3RJtdrNm/V27fqgNV5ynBYJ+CsjNRdEPm/U8n1JWFJRY7vVC358HEgYbfLy3E9s1lFPaX3vK7z5y6WrdOCiy7ryPITsE+vQiWALS/CPb0VFZajagqjw0brHzJJiDs5WFPrzpuT5dK9+uvy7SoOhIIyBfZLthUA+J2W9atbGWg7jUwIMtCPbP9XPugA6RgrK/PtCwAlJY66OurweM5TDTqorXVmyHU1QY2IIW6YTgw7D0pkJMTBLqIxxNEo5H0scwdV669Vt5f+eJOFOpLl8oQoGrQBFZa7da38nIpkKurMzv0ZcukC8PEadhsFq+aGjmD5fGcvoFUu/pOtMzm5EhRoBrwwkKrDuXnW/ecN0+K8t27rTK6+WbZkdotKMuXy0GXXUS63XJWZ7KBhMLhcBAMzsfhiONwyBfe5ZJC3el0YLm+xBBCPqxy1TEMF8PDcZzOMQIBK0Hq/QiHswuMQCBAKnUSGElb6y2hbhiMW9RVXQgEZF2wC5stW6QVWnWkdqPChM1Rs2L3s85GTc3U17gQZDN6nA1TWWQn4/3vlxbd6e7g303sMy12znRQMdkMxERyc0+16E8nZzMoOtNnmAmcqUt1KCRdCCORUwdYcr1TPB3HXIb/dU3IBLfbQAgfg4ODjI5GCARKbN9Zu6rbjQp33SV1g7qUENLdaCKFhYXAVeN9idNp9SvxuFpjlGlR7+npIZViXKhn46GHpIFXlb3qm/v7pXZS7V1Z2ak6ZjqYs0IdZOEo0asaYXuHDJkvlsr8bBb1bIRCcpp/onhS11A+uxNFPMhK2dMjK5G6nxo0NDRYixmz4fHIijTRb2vhQumfrRrMyQSpsl6eq1BX3/X0WD7Dk/HYY4wv5lIYxplX7nnzpAD/gz+wjk1mpa6tlSNju4iyD3ZUQ5DNBw4sa449bfZr2TsH5aJin25WQnzBAuta9rphFzM5ObJuzptnWWDsz6Xqpf1Yld15NY2MhFDGypUxfv3rPAYHRUb6DcNNLKY2hbDcJ+yEQkGEgNHRYUCKs2Aws9J6vZb1VNVn+8AjL+9U/86cHGmNstcll0uK5Ili7vbb5dSjvU6fDrur2WRcdZUsh2yWN3uddjplvXG5ZH1RDf2KFdKXva3NElQez6mdVVUVfPrTmceEIOv6j2zk5VVl7KxndTpSqCeTJslkLB160/re4XAxOjqGyxVP+2pmPttkItCKliA7rFTKGtxZu56OEYtZFvWJLF2aOXVfXCzzcTI3EcUHPiDbjTMR8+8G9npwLkL9XLH7fGs0M5lQyHIpndhvS6Gu3CbjQArvBMEjDQ8B+vq60gtEMwVyOCyFur3tN4zMfnoyVN+pdu92OKxjKkKUz2fNQhqGi/7+AZJJMtYNTmSiZnO55DWUnpzM22G6mNNC3e2Wo0C1PTtYftMT3U3Ayny7eA9MPugCJp8+8/stH+rJLOqQafVSaVFi+3QVNVuHeP/92HzFrFX70ufVOq+2VvrtTRQcduwVdWIeqLSrDvd0FoepLGdT4fNJd5qJPPywnGqbOFU6cfCRkyPzyl5OdkuuXahv3Cifyd6B5ufL/+fkZPpBX3MNvPpqplVi8WI5zWv3xwwGZTmq6DwKu7uQQjVU9jRl89G3U1sLTzwhMM0aXn5ZNlj2snM4XONbwkv3iVOFek5ODoYBIyP9CBEFnPj9k1e+a66Rz3QmQiNbW5htpkjtCHwhqas7c6tRNhcEh0POJHz/+1Nbxs+HnBw5qI/HM6fNZeSXFMmkjJWeTaiPjAylF01aha7e18mm4FV5Q/e4UM9mUZdC3Z2OQXx6nE7pA5/NKGFnpglUe1vwbgp1jWa2YBfQE/tX6aMeT0cMkwN7rzdT8KgQjSCFel5epgWhoEBqnjM10tjJJtSVblLrkLxe+Z7Lf950BC0fPt+Zy18VbGIqb4fp4pIQ6vYGeNUquQJbiR67GLaLCrWq/Vyx/3YyizpkFrh9lJZtYdBUqAVvdj72sVOF9N13ywp3uo7J3slnc30BucDyTP3hLjT2xWdT8dBDk39nT//ixaf64BlG5kJGxfr1cqGUvaN3uU71iRQC/uiPTh1QrFkjfdvsbhllZVLk21fn2xuv0w2sZHxgKfjsA0O5gY2Z3hI+jsNxqlB3u90YRpjh4TbAxOnMxTAmH31lc1Gaq9TXy8VZ2WbNLhTKlz4ez3x/lUU9Ho9lCHX1PhuGi1gskV5nYTUytbXyOvYBox2Xy5XuTKXrSzzumSDUXSSTSWKxUYTwnvHU/2x141izRkbwON37pdFcqihjUrYF0l6vXEwaj6dIJpVQzxQ8UmOF0+ESveTnZ36/ZIl0LzybPl0xUajLzY0yz1HGLocDHI4AicQQkDelUWEiXq9cxAzaon5ByRYaS4XoUp2KPcPtout8feCmEurqe/v97ZbrCxWSM5s1Pzf37CraZEI9lbrwVtB3m/NZrW1MbWgEsufRggVSwNtFkMMB73lP5nmq7vh8U7sLFBdLoW6vb/Yt4aWPevYCc7lqSSR2ASlcrjNYZXUJMd2D0WBQzoQND2cX6nJnWcZnQ1S9E8JFLCYHc3bXl/x8+OxnT18/c3NDQCcuV4Bk0shYTKo2yhobG8QwTuMfN0e4/XZpmDmTqXaN5lKjslKuqcg2kJVCHWKxBKY5BAgCgcw+xuWCZDJMVdVSIOcU7bFkCXzqU+c2o3U6izpI45cyhsk9Lyrx+6NA5VkLdbuWereNEnNaqKtCtAt1j+fU6BuBwIX3mZxKqKtV9/Ypd8OQnfbIyJmtSH+3mMz1BWaOr+nZsn69jH19sWYE4MwXKU30f54M9Sz262ZuYBPHMLK/8m53iPz8yzHNJKOjZ9mCac4LNZPX15cp1B0OA7lQS1rU5YZIlgB3uXwkk2omLdOMNNUgsqysHOgiJ6fsFHc505TXSqUY3+l2LuN0nl+kDo1mrjNZCEe3W+7VEY3GiEZ7gFyczszGx+WSATxcLil2shkJz9XtTK1/U5G6VEQ2xR13WO+2XP8TpKJCrgA/WyOj0nETI9q9G8zp5kmNsqbyfXr88QtvTZlKqC9fnrlAT/Hxj8vFnu92RTgdE4W6PcTjbLWo33abjEN7plbxi8mZzn6oxaZ2tynlLhGNRkkmk1ldX0DWN9N0kUq5tGXxXcYu1O0DdxlLfYxEIp4h1C3XFz+mCS7X2RdYfn4Y2EwwaGCamUI9lZLXk+42c1+oazSac8PlcqXXN/WQSIwCi07pU10uqWnUBmEX0m1ERbGbzPXFbqR1OOS6QRVt72wHB0rHvdv+6TDHhXogIDu/qQrkXBYxTIVdwGZzPzGM7KPU6VhUd75MXBCoFlaMjk692HamcqarymcTlZXS+m5vCJVFfWRkJEPsTUTuPJoZEkvz7qDer4l5LxeTStcXIQyEkKN3azFpGCiktPTs44NJYW6MW6IyhbpMhKwvs/QF12g0044S6gMDzQSDDqA4q1CPxxnfPfRCu43YhfpEi7pdnyih3tsrf3OaoC9ZUUL9YszCzwJ74rlzzTXSYj2dERsmwy62Z5J1/Gy48UbpJpRtBKki2kzHIEdz7ky0VkhXF8HQ0FA6Sk72WJpKqE9c0KiZfuwdRmbEHgdCJEkkooAHh0Oa0q04wQ5gOeHw2fccqoxVFKxM1xdZR1IpcDq1UNdoNNnx+XwYBiSTSfz+AmQIxMxz3G4ppPv7rShoF5KJQt1+/4lrwJJJabzNyzv72XRlcL0YQn1OW9QvZiiw2WpptnPllXLhbTZfapeLdKildz9dmjNHbQk/NDSUdpOYWqjP1ugdsxWfz+pE7Gs+LKE+hmF4bC4v8q/aD+FcBlZKmGcT6mBQX7+IlhY1GNBoNJpTcTgcGIYglTLx+WRkhokCOBCQWqGnZ3oMe3ZDqPr8+OOnGkhVGzs2dm5eC2vXymh557rJ2fkwp4X6xcTphHvueffD+FxoJlvweNNNsHNn9k14NDMHIUAIH8lkf9oXObvPscMhhd/EWN6a6UcIOTjq7z/Vog4m8fgoQhSOv4vqr7IinYtQV5ania4v6tqlpWUZOx9rNBpNNjyeOpzOXrxeaWrOJtRBRiRbufLC39/eX6nP2YJx2IX6ufiZFxfDI4+cWxrPF90lTyPTUSlnCitXzu3nmyvIRjMP6AdcuFzZX3mnU6450K4vF4dwWAr1zF1cZUEkkwmE8I53gOqvEurnOpXsdFoW9cydSaXbi9opVaPRaCbD56siELAsdhOFut16faY7kp8NmZvETX6eEuoTNwWcDWihrtHMYYQAwygnFOrF4SidtCHTi0kvLvadihVutzsd15yMjYcmCvVzLS8VNg0mur5ooa7RaM4Mp1O2FamU/P9EoW73KpiO9YLnItSzBfiYyeiJTY1mDqPiYq9ZswbDKJu0IVONmHZ9uThccQVUV2eG1vR4PDZ3F98FdX2BTIt6NqEuFx+f27U1Gs2lgcMhDTyTCfXSUvnX75+e/WHsbdfpXPVUOsfGZp9Q112yRjOHURZZOL2FVEd9ubhUVsKHPpR5TAl1FSZxMteX87GoDw3JzxOFumnK+qJ91DUazelQbpNyg7Ts3z/5pGxvpqM9UW3XVAYmh0OKdNPUri8ajWYGoTamgqmFeixGxuY3mouL2+3GMHJxux0kEs5pcX2xbxRiv7ZyfZlrew1oNJoLizLynG4Gzr4b/HTcH6ae/XM45IACtEVdo9HMIM7Gon6+wk9z4XG51hAOQ1cXp7i+nE94RsgeLUFdW/uoazSaM0G5TU5mUZ9uzkaoK1c/bVHXaDQzhjO1qNuPa4v6zEFtcmSaVicoQ25eGIv6xM/aR12j0ZwNdov6xRTqZ+L6ophtFnXtgajRzGHOxvVFoS3qMwchLNFs39PAXq4XwqKuXFwmur5oH3WNRnM6LrZFXfVpZ2JRV2ihrtFoZgwTXV8ma0izuUFoLj6q/GSIRuu4KkeXa/JNyaZiKou6dn3RaDRTMRst6rPN9UULdY1mDqMsr6mUih6S/Tz7cW1Rnzmo8pso1NXn8ymrbLMoWqhrNJqz4WJb1M/GR12hLeoajWbGoARdMin/ateX2YWyqE/sBO0W9XNF/dbttuqJqh/JpBbqGo1mapRF/WK5ymmhrtFoZjWq4YzH5d8zEera9WXmcCauL+eKXahPPBaP68WkGo1mapxO2T4lEhdXqE+FFuoajWZGcqa7WGrXl5nJu+H6ks1XPR7Xi0k1Gs3UqL4jHp/ZQl0ZJISYfe3aLEuuRqM5G1SDNFX8WG1Rn5lM5fpyPhsSKVGebZCmhLq2qGs0mtOh+otYbGYLdWVFP9fF9xcTLdQ1mjmMapTUjmxnItS1RX3mMJ2uLxM3ObJfTwt1jUZzJswUi/pU955t7i52tFDXaOYw2qI+u5lO15dsdUFdb2zs/K+v0WjmPjPFoj6VUUFb1DUazYxENUpTCXV7I3c+7hSaC4vdon6ho74Eg/Kv2jjJfj01A6MHbRqN5nSovuNiCXV1/zO1qM/GWUIt1DWaOYxqvM7G9UUL9ZmD3Uf9Qru+KKFeXGwdmyjUtUVdo9GcjottUVeGhrlsUdf2Eo1mDnOmFnW7UJ+NDdlcZTLXlwsh1EtKYNMmWL/eOqbqgRbqGo3mTFBtRjx+cazVVVXy76ZNpz8vP1/+3bx5etMzHWihrtHMYewWdYdjclcGn+/dS5PmzJnM9eVC+Kg7HHDLLZnHDEPWhf7+87++RqOZ+yhxfrF2Jg2F4POfn/o8jwf+4i9mp+uLFuoazRzGblH3eie3lgcC716aNGeOYWR3fTFN+Xc6hHRuLvT2ys/aR12j0ZwOexsx00XwbG3PtI+6RjOHsVvUJ3N7AdnAOhzW9KBmZiBEdtcXtdPsdIQcy8uDkRH5WVvUNRrN6bCL89m2kdBs4byyVQhxvxBinxAiJYRYP+G7zwohGoQQh4QQN9uO35I+1iCEeNp2vFYI8ZYQ4ogQ4kdCCHf6uCf9/4b09zXnk2aN5lJiokX9dHzsY/Doo9OeJM1ZMFkc9URC/p2Ohb+LFlmf/f4Lf32NRjN3sFuptVCfHs43W/cC9wCv2g8KIZYCDwLLgFuAZ4QQDiGEA/gGcCuwFHhf+lyALwFfNU2zHugDPpw+/mGgzzTNBcBX0+dpNJoz4Ewt6gBFRdLtQTNzsLu+2DtBFelgOoR6fb31WQt1jUZzOmaT68ts5byEummaB0zTPJTlqzuBH5qmGTVN8xjQAIoqd/oAACAASURBVGxM/2swTfOoaZox4IfAnUIIAVwH/DT9+38B7rJd61/Sn38KXJ8+X6PRTIESd9Ho7N6Z7VJlMtcX9Xk6hHowaIVu1EJdo9GcDu36Mv1Ml2t9BfCm7f8t6WMAJyYcvwwoAPpN00xkOb9C/cY0zYQQYiB9fvf0JF2jmTvYxZ0W6rOPyVxfVIc4XTHvH3kEhoe1hUyj0Zwe7foy/Uwp1IUQLwKlWb7636Zp/myyn2U5ZpLdgm+e5vzTXevUmwrxBPAEwLx58yZJmkZz6WBvOPVGRrMPw4Bk0vqsUIOu6QqrWVycuRGSRqPRZMM+mNcD++lhSqFumuYN53DdFqDK9v9KoC39OdvxbiAshHCmrer289W1WoQQTiAE9E6S1m8C3wRYv359VjGv0VxK2K2wOoLH7EO5vqjPiquugl/9SkZo0Wg0mouFtqhPP9OVrT8HHkxHbKkF6oGtwNtAfTrCixu54PTnpmmawMvAfenffxD4me1aH0x/vg94KX2+RqOZAm1Rn91MJtRXrYKnn9aDL41Gc3HRFvXp53zDM94thGgBLgf+WwjxPIBpmvuAHwP7gV8DnzBNM5m2lj8FPA8cAH6cPhfgz4BPCyEakD7o304f/zZQkD7+aWA8pKNGozk92qI+u5nM9UWj0WhmAg6H1c/oNmp6OK/FpKZpPgs8O8l3XwC+kOX4c8BzWY4fRUaFmXh8DLj/fNKp0VyqaIv67EYIS6jrWFcajWYm4nDIvR20UJ8edLZqNHMYbVGf3dgt6lqoazSamYhyedGuL9ODFuoazRzGbuHQQn32Ybeoa2uVRqOZiWjXl+lFZ6tGM4exW2G168vsY7LFpBqNRjNTUG2TtqhPD1qoazRzGG1Rn93Yy08LdY1GMxPRFvXpRWerRjOH0Rb12U223Ug1Go1mJqEt6tOLbvo1mjmMtqjPbrRFXaPRzHTUzjbO84ojqJkMLdQ1mjmMjvoyu7GXnxbqGo1mJqKEuu5jpgct1DWaOYy2qM9utEVdo9HMdLRFfXrRQl2jmcNoi/rsRvuoazSamY62qE8vuunXaOYwdguHtnbMPrTri0ajmemotkn3MdODFuoazRxGR3qZ3WjXF41GM9NR7ZTPd3HTMVfRQl2jmcNooT670a4vGo1mpnPllfJvbu7FTcdcRU9UaDRzGD0VObvRFnWNRjPT2bQJVq0Cr/dip2Ruom00Gs0cRou72Y32UddoNDMdhwOCwYudirmLFuoajUYzQ9GuLxqNRnNpoyfGNZo5zvXXa9/B2Yp2fdFoNJpLGy3UNZo5zubNFzsFmnNFu75oNBrNpY2eTNVoNJoZit2irl1fNBqN5tJDN/0ajUYzQ9EWdY1Go7m00UJdo9FoZijaR12j0WgubbRQ12g0mhmKjvqi0Wg0lza66ddoNJoZinZ90Wg0mksbLdQ1Go1mhqJdXzQajebSRgt1jUajmaFoi7pGo9Fc2mihrtFoNDMUHZ5Ro9FoLm1006/RaDQzFG1R12g0mksbLdQ1Go1mhqKFukaj0VzaaKGu0Wg0MxTt+qLRaDSXNrrp12g0mhmKtqhrNBrNpY0W6hqNRjND0eEZNRqN5tJGC3WNRqOZoeidSTUajebSRjf9Go1GM0PRFnWNRqO5tNFCXaPRaGYo2kddo9FoLm20UNdoNJoZinZ90Wg0mksb5/n8WAjxd8B7gBjQCHzINM3+9HefBT4MJIFPmab5fPr4LcD/BRzAt0zT/GL6eC3wQyAf2A48bJpmTAjhAb4HrAN6gPeaptl0PunWaDSa2YB2fdFoZi+JRIKuri5isdjFTormAuJ2uykqKsLpPC8Jfcac713+B/isaZoJIcSXgM8CfyaEWAo8CCwDyoEXhRAL07/5BnAj0AK8LYT4uWma+4EvAV81TfOHQoh/QIr8/5f+22ea5gIhxIPp8957nunWaDSaGY92fdFoZi9dXV34/X5KS0sR+gWeE5imyeDgIF1dXZSVlb0r9zyvyVTTNF8wTTOR/u+bQGX6853AD03TjJqmeQxoADam/zWYpnnUNM0Y0oJ+p5A1+Drgp+nf/wtwl+1a/5L+/FPgeqFrvEajuQTQGx5pNLOXWCxGbm6uFulzCCEEubm57+osyYVs+h8DfpX+XAGcsH3Xkj422fECoN8m+tXxjGulvx9In6/RaDRzGm1R12hmN1qkzz3e7TKdUqgLIV4UQuzN8u9O2zn/G0gA31eHslzKPIfjp7tWtrQ+IYR4RwjxTldX12SPpNFoNLMCLdQ1Gs250tTUxPLly6fl2jt37uS55547r2v09/fzzDPPXJD0fO5zn+PFF1+8INeyU1NTQ3d39wW/7tkwpVA3TfMG0zSXZ/n3MwAhxAeBO4CHTNNUAroFqLJdphJoO83xbiAshHBOOJ5xrfT3IaB3krR+0zTN9aZpri8qKprq0TQajWZGo11fNBrNTCORSJyxUE8kEpN+dyGF+l/91V9xww03XJBrzTTOq+lPR3D5M2CLaZqjtq9+DjwohPCko7nUA1uBt4F6IUStEMKNXHD687TAfxm4L/37DwI/s13rg+nP9wEv2QYEGo1GM2fR4Rk1Gs35kEwmefzxx1m2bBk33XQTkUgEgMbGRm655RbWrVvH5s2bOXjwIAC/+MUvuOyyy1izZg033HADHR0dAHz+85/niSee4KabbuKRRx7hc5/7HD/60Y9YvXo1P/rRjzLu+d3vfpf777+f97znPdx0000MDw9z/fXXs3btWlasWMHPfibl3dNPP01jYyOrV6/mM5/5DAB/93d/x4YNG1i5ciV/+Zd/mfV5Hn30UZYvX86KFSv46le/CsCjjz7KT38qlzk+99xzLF68mKuuuopPfepT3HHHHePP8Nhjj3HNNddQV1fH1772tfHr3nXXXaxbt45ly5bxzW9+84Ll/4XgfKO+fB3wAP+T9tl50zTNj5mmuU8I8WNgP9Il5hOmaSYBhBBPAc8jwzN+xzTNfelr/RnwQyHE3wA7gG+nj38b+FchRAPSkv7geaZZo9FoZgXaoq7RzA1+9Ss4efLCXrO0FG699fTnHDlyhH//93/nn/7pn3jggQf4j//4Dz7wgQ/wxBNP8A//8A/U19fz1ltv8fGPf5yXXnqJq666ijfffBMhBN/61rf48pe/zFe+8hUAtm3bxuuvv47P5+O73/0u77zzDl//+tez3veNN95g9+7d5Ofnk0gkePbZZ8nNzaW7u5tNmzaxZcsWvvjFL7J371527twJwAsvvMCRI0fYunUrpmmyZcsWXn31Va6++urx6+7cuZPW1lb27t0LSKu8nbGxMT760Y/y6quvUltby/ve976M7w8ePMjLL7/M0NAQixYt4sknn8TlcvGd73yH/Px8IpEIGzZs4N5776WgYGYshzwvoW6a5oLTfPcF4AtZjj8HnDJfYprmUWRUmInHx4D7zyedGo1GMxvRFnWNRnM+1NbWsnr1agDWrVtHU1MTw8PD/P73v+f++y1pFY1GAWhpaeG9730v7e3txGIxamtrx8/ZsmULPp/vjO574403kp+fD8iQhn/+53/Oq6++imEYtLa2jlvq7bzwwgu88MILrFmzBoDh4WGOHDmSIdTr6uo4evQon/zkJ7n99tu56aabMq5x8OBB6urqxtP9vve9L8NCfvvtt+PxePB4PBQXF9PR0UFlZSVf+9rXePbZZwE4ceIER44cmRtCXaPRaDTTh15AqtHMDaayfE8XHo9n/LPD4SASiZBKpQiHw+OWbDuf/OQn+fSnP82WLVt45ZVX+PznPz/+XSAQOOP72s/9/ve/T1dXF9u2bcPlclFTU8PY2NgpvzFNk89+9rN89KMfnfS6eXl57Nq1i+eff55vfOMb/PjHP+Y73/lOxjVOx8T8SCQSvPLKK7z44ou88cYb+P1+rrnmmqzpu1hoG41Go9HMUP7/9u4+Ourq3vf4+2sCPcQKBwFdPJQQPBwDSSYDhvAQpXC9QNS79BQFobT4eLkqWBe3tZXFQlsshXrqtQVXZbU+gBohcsWKz6QszrJXeYo1REhBAROMdClZYCAElJDv/WN+iQmZYEhIMpDPa63fmj3f39579szs2dn5zf79RkfRReRs69q1K0lJSaxevRqITG63bdsGQHl5OX37Rq6OvWLFikbruOiiizhy5EiTHq+8vJxLLrmETp06sWHDBkpKSqLWMXHiRJ5++mkqKioA+Oyzz/jiiy/q1VVWVkZ1dTU33ngjDz/8MH//+9/r7U9OTmbv3r0UFxcDNFg/31j7unfvTkJCAjt37mTTpk1Nel5tRX8GRERiVBv9QrWIdDA5OTk89dRTpKenk5KSUnuC5y9/+UsmT57MVVddRc+ePRstP27cOIqKiqKeTHqq6dOnk5+fT0ZGBjk5OSQnJwPQo0cPsrKySE1N5f7772fChAn88Ic/ZNSoUaSlpXHTTTc1+Gfgs88+Y+zYsYTDYW699VYWLVpUb3+XLl344x//SHZ2NldeeSWXXnop3bp1O237srOzqaqqIhQKMX/+fEaOHHna/G3NztcLqGRkZHh+fn57N0NEpNmOH4fFiyPpOt9Ai8g5oKSkhMTExPZuRodTUVHBd7/7XdydWbNmMWjQIObMmXNWHyPae2tm77t7xll9IHREXUQkZumIuojImfnzn/9MOBwmJSWF8vLy0655Pxfoz4CISIyKi2vvFoiInFvmzJlz1o+gtycdURcRiVG66ouISMemibqIiIiISAzSRF1EREREJAZpoi4iIiIiEoM0URcRiWEDB0JKSnu3QkTORXFxcYTDYdLT0xk2bBjvvfceAMXFxXTp0oVwOMyQIUO46667qK6upri4GDNj/vz5tXWUlZXRqVMnZs+e3aD+nJwcwuFw7XbBBRfU/uLpypUrSUtLIxQKkZ2dTVlZWYPyhw4d4gc/+AGhUIjMzEy2b99eu++xxx4jJSWF1NRUpk2bFlO/FtqWNFEXEYlhP/4x3HRTe7dCRM5FXbp0oaCggG3btrFo0SLmzp1bu++yyy6joKCAwsJCioqK+Mtf/gLAwIEDee2112rzrV69mpRGjhZMnz6dgoICCgoKeO655xgwYADhcJiqqiruu+8+NmzYQGFhIaFQiMcff7xB+d/85jeEw2EKCwt59tlnue+++4DIDxstWbKE/Px8tm/fzsmTJ1m1atXZfGnOGZqoi4jEMDNd/UWkI8j5MIcBvx/ABb+6gAG/H0DOhzlntf7Dhw/TvXv3BvH4+HhGjx7N7t27gcjkfvDgwdT8aGRubi5Tpkz51vpXrlzJtGnTAHB33J2jR4/i7hw+fJg+ffo0KFNUVMTVV18NQHJyMsXFxXz++ecAVFVVcezYMaqqqqisrIxaviPQRF1ERESkHeV8mMPMV2dSUl6C45SUlzDz1ZktnqwfO3aMcDhMcnIyd955Z70lLTUqKytZv349aWlptbGpU6eyatUqSktLiYuLqzdJXrt2LQ8++GCDenJzc2sn6p06deKJJ54gLS2NPn36UFRUxB133NGgTHp6OmvWrAFgy5YtlJSUUFpaSt++ffnZz35G//796d27N926dWPChAktei3OVZqoi4iIiLSjeevnUXmisl6s8kQl89bPa1G9NUtfdu7cyVtvvcWMGTNwdwD27NlDOBwmKyuL6667jmuuuaa2XHZ2Nnl5eaxcuZKbb765Xp3XX389CxYsqBfbvHkzCQkJpKamAnDixAmeeOIJPvjgA/bv308oFGLRokUN2vfAAw9w6NAhwuEwS5cuZejQocTHx3Po0CFeeeUVPvnkE/bv38/Ro0d5/vnnW/RanKv0y6QiIiIi7Whf+b4zijfHqFGjKCsr48CBA8A3a9Sj6dy5M1dccQWPPvooO3bs4NVXXz1t3atWrao9mg7U1nvZZZcBMGXKFBYvXtygXNeuXXnmmWeAyHKZpKQkkpKSePvtt0lKSqJXr14ATJo0iffee48f/ehHZ/isz306oi4iIiLSjvp3639G8ebYuXMnJ0+epEePHk3K/9Of/pTf/va335q/urqa1atXM3Xq1NpY3759KSoqqv2nIC8vj8GDBzco++WXX/L1118D8OSTTzJmzBi6du1K//792bRpE5WVlbg769evj1q+I9ARdREREZF2tPDqhcx8dWa95S8JnRJYePXCFtVbs0YdIkesV6xYQVxcXJPKpqSkRL3ay9q1a8nPz69d/vLOO+/Qr18/Bg4cWJunT58+PPTQQ4wZM4ZOnTqRmJjI8uXLAVi2bBkAd911F//4xz+YMWMGcXFxDBkyhKeeegqAESNGcNNNNzFs2DDi4+MZOnQoM2fObPbrcC6zmrVK55uMjAyvOWNZREREpC2VlJSQmJjY5Pw5H+Ywb/089pXvo3+3/iy8eiHT06a3YguluaK9t2b2vrtnnO3H0hF1ERERkXY2PW26JubSgNaoi4iIiIjEIE3URURERERikCbqIiIiIiIxSBN1EREREZEYpIm6iIiIiEgM0kRdREREpAO78847KSoqOuNyBQUFvPHGG2dcbuzYsbTmJbSXL1/O7NmzW63+tqSJuoiIiMh5zN2prq5udP+TTz7JkCFDzrje5k7Upek0URcRERFpbzk5MGAAXHBB5DYnp0XVFRcXM3jwYO655x6GDRvGp59+yrp16xg1ahTDhg1j8uTJVFRUAPWPcDeWZ+vWrYwePZr09HQyMzMpLy/nwQcfJDc3l3A4TG5uLkePHuX2229n+PDhDB06lFdeeQWI/ELq1KlTCYVC3HzzzRw7dixqmwcMGMAvfvELMjMzyczMZPfu3QAcOHCAG2+8keHDhzN8+HDeffddALZs2cLo0aMZOnQoo0ePZteuXQ3qfP311xk1ahRlZWWsXr2a1NRU0tPTGTNmTIte3zbj7ufldsUVV7iIiIhIeyguLm565uefd09IcIdvtoSESLyZPvnkEzcz37hxo7u7HzhwwK+66iqvqKhwd/fFixf7r371K3d3//73v+9bt25tNM9XX33lSUlJvmXLFnd3Ly8v9xMnTvgzzzzjs2bNqn3MuXPn+nPPPefu7ocOHfJBgwZ5RUWFP/roo37bbbe5u/u2bds8Li7Ot27d2qDNiYmJ/utf/9rd3VesWOHXXXedu7tPmzbN//a3v7m7e0lJiScnJ9drh7t7Xl6eT5o0yd29tl1r1qzxK6+80g8ePOju7qmpqV5aWlrbvuaK9t4C+d4K81n9MqmIiIhIe5o3Dyor68cqKyPx6c3/tdLExERGjhwJwKZNmygqKiIrKwuAr7/+mlGjRtXL31ieXbt20bt3b4YPHw5A165doz7eunXrWLt2Lb/73e8AOH78OPv27eOdd97hJz/5CQChUIhQKNRom6dNm1Z7O2fOHAD++te/1ltDf/jwYY4cOUJ5eTm33HILH3/8MWbGiRMnavNs2LCB/Px81q1bV9verKwsbr31VqZMmcKkSZOa8hK2O03URURERNrTvn1nFm+iCy+8sDbt7owfP56VK1c2mr+xPIWFhZjZtz6eu/PSSy9x+eWXN9jXlPKn5qtJV1dXs3HjRrp06VIv77333su4ceN4+eWXKS4uZuzYsbX7Bg4cyN69e/noo4/IyMgAYNmyZWzevJnXX3+dcDhMQUEBPXr0aFK72ovWqIuIiIi0p/79zyzeDCNHjuTdd9+tXfddWVnJRx991KQ8ycnJ7N+/n61btwJw5MgRqqqquOiiizhy5Eht+YkTJ7J06VIiK0Hggw8+AGDMmDHkBGvut2/fTmFhYaPtzM3Nrb2tOeI/YcIEHn/88do8BQUFAJSXl9O3b18gcqWXuhITE1mzZg0zZsxgx44dAOzZs4cRI0awYMECevbsyaefftqk1649aaIuIiIi0p4WLoSEhPqxhIRI/Czp1asXy5cvZ9q0aYRCIUaOHMnOnTtr95tZo3k6d+5Mbm4u9957L+np6YwfP57jx48zbtw4ioqKak8mnT9/PidOnCAUCpGamsr8+fMBuPvuu6moqCAUCvHII4+QmZnZaDu/+uorRowYwR/+8Acee+wxAJYsWUJ+fj6hUIghQ4awbNkyAH7+858zd+5csrKyOHnyZIO6Lr/8cnJycpg8eTJ79uzh/vvvJy0tjdTUVMaMGUN6evpZe31bi9X813O+ycjI8Na8RqeIiIhIY0pKSkhMTGx6gZycyJr0ffsiR9IXLmzR+vQzkZaWxtq1a0lKSmqTx2vMgAEDyM/Pp2fPnu3ajm8T7b01s/fdPeNsP1aLjqib2cNmVmhmBWa2zsz6BHEzsyVmtjvYP6xOmVvM7ONgu6VO/Aoz+zAos8SChUlmdrGZ5QX588yse0vaLCIiIhJzpk+H4mKoro7cttEkffz48aSlpbX7JF2ia+nSl/9095C7h4HXgAeD+DXAoGCbCTwBkUk38BAwAsgEHqoz8X4iyFtTLjuIPwCsd/dBwPrgvoiIiIi0UF5eHi+88EJ7NwOIXPs91o+mt7UWTdTd/XCduxcCNetobgCeDS4tuQn4VzPrDUwE8tz9oLsfAvKA7GBfV3ffGFyL8lngP+rUtSJIr6gTFxERERE5b7X48oxmthCYAZQD44JwX6DuqbSlQex08dIocYBL3f2fAO7+TzO7pKVtFhEREWlt7t7kyxLKuaGtz+381iPqZvZXM9seZbsBwN3nufv3gBxgdk2xKFV5M+JnxMxmmlm+meUfOHDgTIuLiIiInBWdO3fm8OHDbT6xk9bj7hw+fJjOnTu32WN+6xF1d//vTazrBeB1ImvQS4Hv1dnXD9gfxMeeEv+vIN4vSn6Az82sd3A0vTfwxWna+ifgTxC56ksT2y0iIiJyVvXq1YsDBw7w5ZdftndT5Czq3LkzvXr1arPHa9HSFzMb5O4fB3evB2ouyLkWmG1mq4icOFoeTLTfBn5T5wTSCcBcdz9oZkfMbCSwmchSmqV16roFWBzcvtKSNouIiIi0tvj4eHr37t3ezZBzXEvXqC82s8uBaqAEuCuIvwFcC+wGKoHbAIIJ+cPA1iDfAnc/GKTvBpYDXYA3gw0iE/QXzewOYB8wuYVtFhERERGJefrBIxERERGRFojJHzwSEREREZHWcd4eUTezI8Cu9m6HxJyeQFl7N0JijvqFRKN+IdGoX0g0l7v7RWe70hZfRz2G7WqNryDk3GZm+eoXcir1C4lG/UKiUb+QaMysVdZba+mLiIiIiEgM0kRdRERERCQGnc8T9T+1dwMkJqlfSDTqFxKN+oVEo34h0bRKvzhvTyYVERERETmXnc9H1EVEREREzlnnxETdzOLM7AMzey24n2Rmm83sYzPLNbPOQfw7wf3dwf4BdeqYG8R3mdnEOvHsILbbzB5o6+cmzRelX+QE7+V2M3vazDoFcTOzJcF7XGhmw+rUcUvQjz42s1vqxK8wsw+DMkvMzNr+GUpznNov6sSXmllFnfsaLzqIKGOFmdlCM/vIzP5hZj+pE9dY0UFE6RdXm9nfzazAzP6fmf1bENdY0YGYWXHwmS6ouZKLmV1sZnnB5z/PzLoH8dYfM9w95jfgfwMvAK8F918EpgbpZcDdQfoeYFmQngrkBukhwDbgO0ASsAeIC7Y9wECgc5BnSHs/X23N7hfXAhZsK+v0i2uBN4P4SGBzEL8Y2Bvcdg/S3YN9W4BRQZk3gWva+/lqa16/CGIZwHNARZ2YxosOskUZK24DngUuCO5fEtxqrOhAW5R+8REwOEjfAyyvk9ZY0UE2oBjoeUrsEeCBIP0A8Nsg3epjRswfUTezfsB1wJPBfQP+G/B/gywrgP8I0jcE9wn2Xx3kvwFY5e5fufsnwG4gM9h2u/ted/8aWBXklRh3ar8AcPc3PEDkg9Av2HUD8GywaxPwr2bWG5gI5Ln7QXc/BOQB2cG+ru6+MajrWb7pYxLDovULM4sD/hP4+SnZNV50ANH6BHA3sMDdqwHc/YsgrrGig2ikXzjQNUh3A/YHaY0VUrcPnDrvbNUxI+Yn6sDvifyBrQ7u9wC+dPeq4H4p0DdI9wU+BQj2lwf5a+OnlGksLrHv1H5RyyJLXn4MvBWEzvT97xukT41L7IvWL2YDa939n6fk1XjRMUTrE5cBN5tZvpm9aWaDgrjGio4jWr+4E3jDzEqJ/A1ZHMQ1VnQsDqwzs/fNbGYQu7Tmb0hwe0kQb/UxI6Yn6mb2P4Av3P39uuEoWf1b9p1pXGJYI/2irj8C77j732qKRMmjfnGeidYvzKwPMBlYGq1IlJj6xXnkNGPFd4DjHvl1yT8DT9cUiVKN+sR55jT9Yg5wrbv3A54B/k9NkSjVqF+cv7LcfRhwDTDLzMacJm+r94340+2MAVnA9WZ2LfAvRL6S+j2Rrxbig/9s+/HN11OlwPeAUjOLJ/LV1cE68Rp1yzQWl9jVoF+Y2fPu/iMzewjoBfyvOvkbe/9LgbGnxP8riPeLkl9iW7TxYgfwFbA7OF8nwcx2u/u/ofGiI4g6VhB5j18K8rxMZFIGGis6imj94nUg2d03B3ly+eZbWY0VHYi77w9uvzCzl4ksZfrczHq7+z+D5Ss1y+Vaf8xo70X7Td2CJ1xzwsdq6p9Mek+QnkX9Ez5eDNIp1D/hYy+Rkz3ig3QS35zwkdLez1Vbs/vFncB7QJdT8lxH/ZM9tgTxi4FPiJzo0T1IXxzs2xrkrTnZ49r2fq7amtcvTonXPZlU40UH2k4ZKxYDt9eJbw3SGis62FbTL4LPdxnw70H8DuClIK2xooNswIXARXXS7wHZRM5zqnsy6SNButXHjFg/ot6YXwCrzOzXwAfAU0H8KeA5M9tN5L/dqQDuvsPMXgSKgCpglrufBDCz2cDbRD5cT7v7jjZ9JnI2LQNKgI3B0dM17r4AeIPImdm7gUoiV3zA3Q+a2cNEPjQQObnsYJC+G1gOdCHyQXqzjZ6DtB2NFx3XYiDHzOYAFUT+yQeNFR2Wu1eZ2f8EXjKzAOyuVgAAAH9JREFUauAQcHuwW2NFx3Ep8HIwh4gHXnD3t8xsK/Cimd0B7COypBLaYMzQL5OKiIiIiMSgmD6ZVERERESko9JEXUREREQkBmmiLiIiIiISgzRRFxERERGJQZqoi4iIiIjEIE3URURERERikCbqIiIiIiIxSBN1EREREZEY9P8BOwiIlLFUgTgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "bpm: 78.981709\n",
      "ibi: 759.669563\n",
      "sdnn: 79.989043\n",
      "sdsd: 99.586554\n",
      "rmssd: 99.586688\n",
      "pnn20: 0.385797\n",
      "pnn50: 0.205374\n",
      "hr_mad: 41.049817\n",
      "sd1: 36.948123\n",
      "sd2: 73.723698\n",
      "s: 8557.548377\n",
      "sd1/sd2: 0.501170\n",
      "breathingrate: 0.239659\n"
     ]
    }
   ],
   "source": [
    "#and plot the result\n",
    "plt.figure(figsize=(12,6))\n",
    "hp.plotter(wd, m, title = 'analysed signal')\n",
    "\n",
    "#zoom in a bit\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.xlim(10000, 20000)\n",
    "hp.plotter(wd, m, title = 'zoomed in section')\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.xlim(40000, 50000)\n",
    "hp.plotter(wd, m, title = 'another zoomed in section')\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.xlim(50000, 60000)\n",
    "hp.plotter(wd, m, title = 'yet another zoomed in section')\n",
    "\n",
    "hp.plot_poincare(wd, m)\n",
    "\n",
    "for measure in m.keys():\n",
    "    print('%s: %f' %(measure, m[measure]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### That seems a reasonable result. By far the most peaks are marked correctly, and most peaksin noisy sections (low confidence) are simply rejected.\n",
    "\n",
    "clean_rr uses by default quotient-filtering, which is a bit aggressive.\n",
    "\n",
    "You can set 'iqr' or 'z-score' with the clean_rr_method flag."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Finally let's look at a way to extract signal section and exclude non-signal sections automatically."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "raw = df['ppg'].values\n",
    "\n",
    "plt.plot(raw)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import sys\n",
    "from scipy.signal import resample\n",
    "\n",
    "windowsize = 100\n",
    "std = []\n",
    "\n",
    "for i in range(len(raw) // windowsize):\n",
    "    start = i * windowsize\n",
    "    end = (i + 1) * windowsize\n",
    "    sliced = raw[start:end]\n",
    "    try:\n",
    "        std.append(np.std(sliced))\n",
    "    except:\n",
    "        print(i)\n",
    "    \n",
    "plt.plot(std)\n",
    "plt.show()\n",
    "\n",
    "plt.plot(raw)\n",
    "plt.show()\n",
    "\n",
    "plt.plot(raw[0:(len(raw) // windowsize) * windowsize] - resample(std, len(std)*windowsize))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Hmmm, not much luck yet, but an idea:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "255300"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(len(raw) // windowsize) * windowsize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mx = np.max(raw)\n",
    "mn = np.min(raw)\n",
    "global_range = mx - mn\n",
    "\n",
    "windowsize = 100\n",
    "filtered = []\n",
    "\n",
    "for i in range(len(raw) // windowsize):\n",
    "    start = i * windowsize\n",
    "    end = (i + 1) * windowsize\n",
    "    sliced = raw[start:end]\n",
    "    rng = np.max(sliced) - np.min(sliced)\n",
    "    \n",
    "    if ((rng >= (0.5 * global_range)) \n",
    "        or \n",
    "        (np.max(sliced) >= 0.9 * mx) \n",
    "        or \n",
    "        (np.min(sliced) <= mn + (0.1 * mn))):\n",
    "        \n",
    "        for x in sliced:\n",
    "            filtered.append(0)\n",
    "    else:\n",
    "        for x in sliced:\n",
    "            filtered.append(x)\n",
    "   \n",
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(raw)\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.plot(filtered)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### That works! A quick and dirty automatic extraction of signal sections\n",
    "\n",
    "For this we use a window function and for each window test whether it:\n",
    "\n",
    "-\tHas a range that is at least 50% of range of the raw signal\n",
    "-\tOR\n",
    "-\tHas a maximum that is 90% the raw signal’s maximum\n",
    "-\tOR\n",
    "-\tHas a minimum that is the minimum + 10% of the raw signal\n",
    "\n",
    "This works well enough"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
